library(readr)
attr <- read_csv("/Users/meet/Desktop/Attrition Data copy.csv")
## Rows: 1470 Columns: 14
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr  (4): Department, MaritalStatus, EducationField, Attrition
## dbl (10): Sr.no, Education, DistanceFromHome, EnvironmentSatisfaction, JobSa...
## 
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.
str(attr)
## spc_tbl_ [1,470 × 14] (S3: spec_tbl_df/tbl_df/tbl/data.frame)
##  $ Sr.no                  : num [1:1470] 1 2 3 4 5 6 7 8 9 10 ...
##  $ Department             : chr [1:1470] "Sales" "Research & Development" "Research & Development" "Research & Development" ...
##  $ MaritalStatus          : chr [1:1470] "Single" "Married" "Single" "Married" ...
##  $ EducationField         : chr [1:1470] "Life Sciences" "Life Sciences" "Other" "Life Sciences" ...
##  $ Attrition              : chr [1:1470] "Yes" "No" "Yes" "No" ...
##  $ Education              : num [1:1470] 2 1 2 4 1 2 3 1 3 3 ...
##  $ DistanceFromHome       : num [1:1470] 1 8 2 3 2 2 3 24 23 27 ...
##  $ EnvironmentSatisfaction: num [1:1470] 2 3 4 4 1 4 3 4 4 3 ...
##  $ JobSatisfaction        : num [1:1470] 4 2 3 3 2 4 1 3 3 3 ...
##  $ Age                    : num [1:1470] 41 49 37 33 27 32 59 30 38 36 ...
##  $ MonthlyIncome          : num [1:1470] 5993 5130 2090 2909 3468 ...
##  $ NumCompaniesWorked     : num [1:1470] 8 1 6 1 9 0 4 1 0 6 ...
##  $ WorkLifeBalance        : num [1:1470] 1 3 3 3 3 2 2 3 3 2 ...
##  $ YearsAtCompany         : num [1:1470] 6 10 0 8 2 7 1 1 9 7 ...
##  - attr(*, "spec")=
##   .. cols(
##   ..   Sr.no = col_double(),
##   ..   Department = col_character(),
##   ..   MaritalStatus = col_character(),
##   ..   EducationField = col_character(),
##   ..   Attrition = col_character(),
##   ..   Education = col_double(),
##   ..   DistanceFromHome = col_double(),
##   ..   EnvironmentSatisfaction = col_double(),
##   ..   JobSatisfaction = col_double(),
##   ..   Age = col_double(),
##   ..   MonthlyIncome = col_double(),
##   ..   NumCompaniesWorked = col_double(),
##   ..   WorkLifeBalance = col_double(),
##   ..   YearsAtCompany = col_double()
##   .. )
##  - attr(*, "problems")=<externalptr>
fit <- lm(MonthlyIncome~Education+WorkLifeBalance+Age+YearsAtCompany+NumCompaniesWorked, data=attr)
#show the results
summary(fit)
## 
## Call:
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age + 
##     YearsAtCompany + NumCompaniesWorked, data = attr)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9983.6 -2283.2  -437.4  1528.0 13197.9 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)        -3150.05     582.72  -5.406 7.52e-08 ***
## Education            -83.09      95.35  -0.871   0.3837    
## WorkLifeBalance      226.24     134.92   1.677   0.0938 .  
## Age                  176.04      11.90  14.788  < 2e-16 ***
## YearsAtCompany       323.19      16.83  19.198  < 2e-16 ***
## NumCompaniesWorked   187.59      41.22   4.551 5.77e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3651 on 1464 degrees of freedom
## Multiple R-squared:  0.4006, Adjusted R-squared:  0.3985 
## F-statistic: 195.7 on 5 and 1464 DF,  p-value: < 2.2e-16
#Summary has three sections. Section1: How well does the model fit the data (before Coefficients). Section2: Is the hypothesis supported? (until sifnif codes). Section3: How well does data fit the model (again).

#R-square of this model is 0.4006, which is not closer to 1. So we can say that this model is not a perfect fit.
#Also the significance level is 95% for this model, i.e alpha = 0.05. Here the p-value<alpha. Hence, it is insignificant
#Data fits moderately in the model.

# Useful Helper Functions
coefficients(fit)
##        (Intercept)          Education    WorkLifeBalance                Age 
##        -3150.04574          -83.09104          226.24125          176.04196 
##     YearsAtCompany NumCompaniesWorked 
##          323.18851          187.58911
library(GGally)
## Loading required package: ggplot2
## Registered S3 method overwritten by 'GGally':
##   method from   
##   +.gg   ggplot2
ggpairs(data=attr, title="Attrition Data")
## Warning in geom_point(): All aesthetics have length 1, but the data has 196 rows.
## ℹ Did you mean to use `annotate()`?
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

confint(fit,level=0.95)
##                          2.5 %     97.5 %
## (Intercept)        -4293.09969 -2006.9918
## Education           -270.13552   103.9534
## WorkLifeBalance      -38.41067   490.8932
## Age                  152.69124   199.3927
## YearsAtCompany       290.16543   356.2116
## NumCompaniesWorked   106.74175   268.4365
fitted(fit)
##          1          2          3          4          5          6          7 
##  7567.5778  9491.1172  5001.5831  5778.7957  4533.3989  5031.9170  8513.1842 
##          8          9         10         11         12         13         14 
##  3237.6234  6877.6960  6778.5285  5056.8160  5376.4094  4480.1781  3994.2996 
##         15         16         17         18         19         20         21 
##  4439.2794  5721.0049  4708.7285  1519.9554 14981.4287  5876.5105  2654.0158 
##         22         23         24         25         26         27         28 
##  6462.8907  7060.0026  1246.9662  5098.9459 11658.3831  6498.4039  7498.7728 
##         29         30         31         32         33         34         35 
## 12615.0747  6277.1471  4162.3345  6836.3336  6063.2290  5257.2384  2299.7259 
##         36         37         38         39         40         41         42 
##  6509.5906  7321.7486  4274.8396  5771.5562  5079.9103  4034.7421  2460.2244 
##         43         44         45         46         47         48         49 
##  2141.0322  5128.8235  6709.6060 11794.8616  6090.4371  4949.5934  8953.2971 
##         50         51         52         53         54         55         56 
##  4117.8332  7824.0005  2733.2136  6863.5274  5191.8968  3589.7554  8207.2974 
##         57         58         59         60         61         62         63 
##  6144.7359  4566.9268  5252.4603  6386.0163  6009.0333  7222.2915 15602.3881 
##         64         65         66         67         68         69         70 
## 15539.7218  9298.7093  8952.8335  5743.6356  5899.6598  4934.5542  3713.8627 
##         71         72         73         74         75         76         77 
## 10211.6992  4000.5643  3164.3922  6332.2218  4502.8713  6396.2773  8205.6101 
##         78         79         80         81         82         83         84 
##  6094.7997  6302.4066  8253.8930  5920.0787  5567.5937  7930.7596  9483.5738 
##         85         86         87         88         89         90         91 
##  5151.4542  9601.0009  2057.3194  8029.9752  6303.3264  8556.7118 11309.4874 
##         92         93         94         95         96         97         98 
##  8953.8564  6160.1762  8758.1571  6572.3193  9231.1532  2330.8272  4238.3527 
##         99        100        101        102        103        104        105 
## 19138.4812  6971.4144  5429.7883  3589.7073  1311.0217  8540.3458  5363.4238 
##        106        107        108        109        110        111        112 
## 10240.6570  9003.5371  3807.1741  2680.6021  1339.9171 10712.4305  6361.1172 
##        113        114        115        116        117        118        119 
##  8776.7915  3286.5366  4630.4637  5784.0782  7195.0834  6608.7031  4961.1406 
##        120        121        122        123        124        125        126 
## 13425.8434  5753.8967  5660.4414 10358.9082 14034.4389  5440.0494  3433.7863 
##        127        128        129        130        131        132        133 
## 20295.6359   751.7321  1964.8871 10631.5454  6569.1311  7478.2363  3945.8500 
##        134        135        136        137        138        139        140 
##  8134.7713  4795.7751  5795.1067  7842.3861  9886.3757  2702.0091  5663.2548 
##        141        142        143        144        145        146        147 
##  6068.0552  7852.1285  5335.1501  4137.9541  5807.5880  4468.1748  4342.7883 
##        148        149        150        151        152        153        154 
##  7283.5600  6405.1550  1301.1618 10972.4426  6694.1656  8877.7351 11743.7282 
##        155        156        157        158        159        160        161 
##  6009.0333  5970.2780  6872.8205  8337.1423  9203.1369  5600.0292  2152.4762 
##        162        163        164        165        166        167        168 
##  3351.9670  3559.6289  9123.1150  2317.0742  8260.2128  8156.1783  6167.7270 
##        169        170        171        172        173        174        175 
##  7448.0141  4925.2754  3422.2391  1016.6255  6809.6298  6626.5149  7876.9244 
##        176        177        178        179        180        181        182 
##  8534.4881  4284.5963   908.7385 13404.5395  4886.0565  5696.3547  4692.6663 
##        183        184        185        186        187        188        189 
##  5834.3182  7200.0054  8173.0630  5861.8868 11138.6247 16135.8588  6624.2466 
##        190        191        192        193        194        195        196 
##  9082.6318 17015.7166  4256.2052  4409.9204  7441.7494 13436.4564  6339.8134 
##        197        198        199        200        201        202        203 
##  6317.9501  6747.3790  5897.3988  6341.6038  3783.0425  8272.2786  5211.5134 
##        204        205        206        207        208        209        210 
##  8393.4481  5771.4937  5577.8547  2406.4299  6556.1947  6360.2862  7900.1218 
##        211        212        213        214        215        216        217 
##  7315.6436  6469.5085  4482.4465  9891.8020  5114.5518  5383.0811  5128.4080 
##        218        219        220        221        222        223        224 
##  4097.5115 12467.4095  9099.9800  9628.4113  5100.7987  7212.4316  8913.7743 
##        225        226        227        228        229        230        231 
##  4269.5572  8551.8364  7368.9194  6293.4666  7086.5890  3804.9057  8166.8464 
##        232        233        234        235        236        237        238 
## 12053.9946  9669.8202  8597.2575  5190.1952 11281.3594  7619.9423 17429.5470 
##        239        240        241        242        243        244        245 
##  4663.7709  3429.8306  6344.6396  3799.2221  5052.3418  7500.4600 12957.8174 
##        246        247        248        249        250        251        252 
##  4988.2936  3613.4234  7862.3488  4994.5510  6838.1240  5241.6806 10202.5320 
##        253        254        255        256        257        258        259 
##  4511.3419  6288.5911  3812.4565  2973.2079  7581.8638 11191.1331  6542.0812 
##        260        261        262        263        264        265        266 
##  4661.9805  4263.7968  7200.3658  5768.4172  7976.1807  2048.1844  2759.7999 
##        267        268        269        270        271        272        273 
##  5645.4022  3890.2651 11748.1544  8464.7431 18596.4991  8663.5189  3785.8702 
##        274        275        276        277        278        279        280 
##  6302.4066  2442.7730  5700.9871  6790.0756  6825.1876  3530.7335  9816.0962 
##        281        282        283        284        285        286        287 
##  8479.0064 11490.7086  5660.9457 10839.4562  3743.1186  9474.7512  5458.7245 
##        288        289        290        291        292        293        294 
##  6220.5874  3118.1486  4095.2025  8480.2374  6952.7800  3344.4305  4546.5020 
##        295        296        297        298        299        300        301 
##  5047.0593 12301.1243   635.7493  6769.7059  4607.3694  8488.2444 11711.7706 
##        302        303        304        305        306        307        308 
##   635.7493  4877.1789  5846.3289  9736.1933  7755.6448  7075.5461  7846.7429 
##        309        310        311        312        313        314        315 
##  9397.8683  4269.5572  3945.8500 13145.4065  2847.5091  7363.1183 11285.7713 
##        316        317        318        319        320        321        322 
##  7351.6262  9563.9953  9084.9408  3286.6397  7384.8784  3836.0695  5749.3817 
##        323        324        325        326        327        328        329 
##  6178.8587  3806.7586  6063.2290  6239.2709 11202.6802  5075.4361  5687.6352 
##        330        331        332        333        334        335        336 
##  7107.1169  8088.6451  3814.6624  8331.8598  6446.8693 10038.3892  5845.8653 
##        337        338        339        340        341        342        343 
##  4525.1981  3188.0052  5980.1379  4722.5440  6902.0621  7607.1640  6170.0361 
##        344        345        346        347        348        349        350 
##  5000.7125  8528.7986  2748.6540  7238.6025  6282.3264  5205.3518  3638.7236 
##        351        352        353        354        355        356        357 
##  5808.9148  5685.8448  6005.8859  6805.6334  4829.4968  4629.5931  5476.0320 
##        358        359        360        361        362        363        364 
##  2299.6228  4524.2783  8485.6315  8575.4493  7063.0792  1990.2905  3599.5672 
##        365        366        367        368        369        370        371 
##  6534.4346  6218.8520  7270.2224  8499.7916  6718.4836  3299.9916  1487.0637 
##        372        373        374        375        376        377        378 
##  5042.4893  5369.2730  3919.1605  4575.3974  9022.1164  9127.0707  5013.6489 
##        379        380        381        382        383        384        385 
##  6155.2457  8952.8335  3451.0938  3237.6234  3961.8090  1986.2941  7119.4807 
##        386        387        388        389        390        391        392 
##  4572.1542  9571.6985  7333.2407  6768.7861  4181.9918 13116.5111  5769.8065 
##        393        394        395        396        397        398        399 
##  8685.6310  5839.6080  6756.3539  7131.8985  7132.4171  3567.0766  8390.9933 
##        400        401        402        403        404        405        406 
##  4300.1398 11285.7713 10862.1350  4176.6062  7916.5995  5711.1450  3264.7765 
##        407        408        409        410        411        412        413 
##  8424.7076  6267.2872  8055.3161  6747.3790  4551.7845 17699.8524  8758.1571 
##        414        415        416        417        418        419        420 
##  6755.4485  3474.1257  3768.0583  4562.8680 10701.7625  2561.1680  4474.4802 
##        421        422        423        424        425        426        427 
##  5721.0049  4029.0035  1444.3120  5386.2692  7973.5112 14724.5017  5889.4961 
##        428        429        430        431        432        433        434 
## 14635.9134  8190.3562  7019.9527  5056.8160  8338.8920  6006.8274  6722.0788 
##        435        436        437        438        439        440        441 
##  7518.1687  7056.6563  5860.8495  3696.4113  6776.7380  3622.6615  5922.6991 
##        442        443        444        445        446        447        448 
##  6152.9917  6727.0574  2902.8327  8847.1117 10590.1830 10417.9792  8684.2491 
##        449        450        451        452        453        454        455 
## 12097.9773  7084.3206  5818.6165  7866.4002  8013.0424  3809.4831  4330.7850 
##        456        457        458        459        460        461        462 
##  5612.0950  5814.7090   635.7493  5207.0391  7374.7205  2877.5325  5244.4052 
##        463        464        465        466        467        468        469 
##  6601.2147  1914.7910  6708.6862  6901.5985 11461.4602  6806.1521 10311.3303 
##        470        471        472        473        474        475        476 
##  5623.1235  2150.7889  4854.9552  6548.2909 16028.8029  3631.1321  3969.3598 
##        477        478        479        480        481        482        483 
##  2098.2806 16611.1244  4296.5447  3631.1321  3214.5915  5474.6427  3545.8759 
##        484        485        486        487        488        489        490 
##  5243.8865  5892.5319  3339.1481  5286.6381  1537.2630  8009.5504  5613.4218 
##        491        492        493        494        495        496        497 
##  4471.7075  7831.3025  7476.5347  6565.1348  6037.9287  3491.4739  2299.6228 
##        498        499        500        501        502        503        504 
##  6565.1348  1964.8871  4621.6411  4730.1355  3071.4413 12839.8151  6291.8824 
##        505        506        507        508        509        510        511 
##  5816.5688  3013.6505  7212.4316  4368.1917  9039.5763  7400.5251 10212.6958 
##        512        513        514        515        516        517        518 
##  5044.7502  3242.2008  1477.2038  6508.2638  3951.6511  2899.3550  2650.0194 
##        519        520        521        522        523        524        525 
##  6148.2279  5721.0049  7104.7454  4325.4401  4762.0043 12899.0443  6264.1700 
##        526        527        528        529        530        531        532 
##  3922.1820 10713.3096  6105.9806  8020.1153  6568.3637  5211.9146  5820.9256 
##        533        534        535        536        537        538        539 
##  8107.7838 10993.3310  8788.3387 11537.5190  9905.9214  4985.6733 11794.8616 
##        540        541        542        543        544        545        546 
##  7957.9126  5867.1142  7890.7256  5268.7856  7016.3719 14125.5850  6066.8722 
##        547        548        549        550        551        552        553 
##  2895.3993  6445.0789  6058.3535  5526.6325  3201.1365  7966.3689 11456.5223 
##        554        555        556        557        558        559        560 
##  5553.7782  5343.0878  3218.5879  7631.1840  4282.3904  6249.1308  4799.0580 
##        561        562        563        564        565        566        567 
##  3661.4168 17752.7355  6198.9315  3747.1149  7869.8922  2328.5182  8002.7670 
##        568        569        570        571        572        573        574 
##  5391.5517  9515.6008  6953.2986  7643.2498  3148.7312  5494.2450  4048.5433 
##        575        576        577        578        579        580        581 
##  4849.6728 10006.8242  3491.4739  5348.8408  9859.2707  5308.4607  4288.6958 
##        582        583        584        585        586        587        588 
##  3769.8080  7177.2715  5255.4337 12391.0393  1515.9591  2015.1895  9467.1512 
##        589        590        591        592        593        594        595 
##  8312.2025  2978.4904  7516.4815  4996.3007 14000.7172  6525.6120  5887.1870 
##        596        597        598        599        600        601        602 
## 18738.7152  4566.9268  7737.3143  3671.1592  5983.2145  7624.9759  5686.7154 
##        603        604        605        606        607        608        609 
##  3272.3680  5712.0707  7543.2117  5410.6904  4985.2721  9227.9879 10560.7066 
##        610        611        612        613        614        615        616 
##  7350.5889  5295.0056  6815.3902  4898.5859  3865.0056  4712.6841  1993.8857 
##        617        618        619        620        621        622        623 
## 12787.1610  8103.2544  4226.2726  6185.0753  5507.5345  9478.7476  4594.5361 
##        624        625        626        627        628        629        630 
##  5555.5760  9621.7861  7567.5921  5323.4855  9821.9597  4783.4113  4095.2025 
##        631        632        633        634        635        636        637 
##  2554.8482  6060.6626  6423.6719  5232.8580  3650.1676  9122.6673  6551.0154 
##        638        639        640        641        642        643        644 
##  3882.3131  3876.4089  7573.3932  3060.2953  6415.3129  4615.3764  6438.0467 
##        645        646        647        648        649        650        651 
##  5155.5130  4479.7219  8193.9513  8205.0915  6429.9366 11530.3345  6989.2669 
##        652        653        654        655        656        657        658 
##  7898.7876  7295.5227 16204.8448  7261.6968  5253.6432  2887.9517  4969.0925 
##        659        660        661        662        663        664        665 
##  7881.4394  3605.8319  9441.2699  6148.9954  1407.9690  1427.0045  8727.8725 
##        666        667        668        669        670        671        672 
##  6401.1993  2514.3169  7200.4690  3792.9024  5652.0596  2543.3154  3775.6091 
##        673        674        675        676        677        678        679 
##  7685.3246  4538.0314  9804.1478  5704.9428  6574.0473 14915.5685  6170.4431 
##        680        681        682        683        684        685        686 
##  5689.8412  5848.1337  9004.4162  5007.8478  2274.3226  4710.1177  4306.4045 
##        687        688        689        690        691        692        693 
## 10689.6967  7839.2545  1361.2210  1311.0217  5192.9197  6061.8937  5828.9950 
##        694        695        696        697        698        699        700 
##  9141.7028  4704.7321  8719.9686  8154.4286  3541.7764  5244.4052  9574.3114 
##        701        702        703        704        705        706        707 
##  8563.3835 13538.7004  6393.4496  5772.5310  7715.2022  6564.3673  5168.3870 
##        708        709        710        711        712        713        714 
## 12024.6980  6546.5004  3789.3622  6508.2638  3510.1564  4787.3045  7296.9119 
##        715        716        717        718        719        720        721 
##  9242.5972  5132.4187 10915.9379  4284.1258  8380.6698  8732.7538  4926.9627 
##        722        723        724        725        726        727        728 
## 10522.5324  4555.3172  9171.4689  3150.9372  4385.6431  4383.2309   718.8403 
##        729        730        731        732        733        734        735 
## 11518.2687  8490.1465  5003.0216  1311.0217  3530.2292  4712.6841  2572.6120 
##        736        737        738        739        740        741        742 
##  6750.9742 11807.2794  6352.1280 11285.7713  2919.0123  4371.7869  6431.2227 
##        743        744        745        746        747        748        749 
##  7155.0478  9844.5904  4684.7000 10026.8971 11637.8552  5709.8097  4086.6768 
##        750        751        752        753        754        755        756 
## 17129.3904  9466.2806 11898.8961  9215.6182 11119.5892  3675.1074  8982.0893 
##        757        758        759        760        761        762        763 
##  7103.4667  7803.3269  9798.3875  7244.9222 11832.6347  5026.9865  3951.5961 
##        764        765        766        767        768        769        770 
##  3692.5181  2885.5395  5095.0527  8732.8569  5422.2375  6544.7507  3826.2096 
##        771        772        773        774        775        776        777 
##  7628.9230 10736.8110  9128.8754  7749.1313 11575.9564  6110.3432  1634.2102 
##        778        779        780        781        782        783        784 
##  1260.8224 11965.9731 11320.8822  5484.9038  3743.1186  4273.5535  7999.6905 
##        785        786        787        788        789        790        791 
## 10049.5219  8543.4223  3023.5104  8660.2276  5583.0965 13260.4144  4808.7115 
##        792        793        794        795        796        797        798 
##  6026.3816  7394.7383  3545.7727  5143.9034  4408.2331  4522.7859  2141.0322 
##        799        800        801        802        803        804        805 
##  4485.5230 11866.4055  2719.3574  6561.1792  4058.3551  3744.5078  7411.2074 
##        806        807        808        809        810        811        812 
## 10153.6188 10249.1276  6471.4164  5314.2067  4891.0351  9984.5466  5688.4027 
##        813        814        815        816        817        818        819 
##  8935.4302 11275.5583 11198.6839  2202.6755  7223.0446  7464.0763  3383.0827 
##        820        821        822        823        824        825        826 
##  3538.2219  5327.4962  9856.6012  4466.4251  4420.7001  5746.7122  5744.0368 
##        827        828        829        830        831        832        833 
##  6645.1493  3365.7344   801.9314  4621.6411  5299.9900  3344.4305  7128.3033 
##        834        835        836        837        838        839        840 
##  3512.8810  5331.4925  4708.8316  5840.9840 11517.4462 11233.8847  8068.5723 
##        841        842        843        844        845        846        847 
##  7068.8252  4297.8789  2659.2982  4546.5020  5980.1379  4837.6477  6304.6125 
##        848        849        850        851        852        853        854 
##  7466.2822  4417.9898  7416.4349  3589.7073  9420.9626  5970.2780  1218.0708 
##        855        856        857        858        859        860        861 
##  6694.9738  8278.9444  1407.9690  7068.8803  9517.8067  3940.5051  1069.2370 
##        862        863        864        865        866        867        868 
## 15280.9493  5400.4293  4892.3212  5576.4570  5271.0396  5175.9378  7103.0581 
##        869        870        871        872        873        874        875 
##  4252.2089  7691.1257  6182.8694  1645.7981  6282.0225  5983.7331  5670.8056 
##        876        877        878        879        880        881        882 
## 11593.5194  1634.2102  7382.3120  7339.1042 11313.9051  3746.7137  6331.7032 
##        883        884        885        886        887        888        889 
##  6254.4132  7613.4287  7476.3909  2890.1169  6115.7373  5392.9410  8249.5304 
##        890        891        892        893        894        895        896 
##  4902.5823  9179.1635  8610.9074  1361.2210  3541.7764 10580.3232  4720.2756 
##        897        898        899        900        901        902        903 
##  6156.1799 10542.9571  7997.4846  6913.1599  7133.3369  6847.4028  3919.1605 
##        904        905        906        907        908        909        910 
##  4511.3419  7404.3834  4983.4674  3361.7788 13448.5222  5831.3041  1134.9797 
##        911        912        913        914        915        916        917 
##  1922.2386  2357.4136  4486.4428 13332.9956 17980.7048  1440.8607  9390.6779 
##        918        919        920        921        922        923        924 
##  4234.3971 16154.1269 11390.7795  7796.5029  3192.0015 13149.4028  7473.3143 
##        925        926        927        928        929        930        931 
##  4576.6211  6038.7993 12342.0855 10393.1426  8444.7253  3042.5459  8376.7142 
##        932        933        934        935        936        937        938 
##  6542.3866  5209.7086  3327.0823  2288.1788  6558.4631  5764.0604 11328.0667 
##        939        940        941        942        943        944        945 
##  8240.7136  6415.3129  5760.9839  5469.3603  6358.9113  9074.5216  5117.2764 
##        946        947        948        949        950        951        952 
##  7801.4249  6229.1130 10481.1557  5573.8584  6813.6405  5846.8476 10908.3871 
##        953        954        955        956        957        958        959 
##  4120.1015  6971.4144 11076.8783 13935.7419 10442.5179  7385.2304  5947.2869 
##        960        961        962        963        964        965        966 
##  7417.3690  7405.8218  6454.0682 17110.3548  6877.1773  6993.6380  3152.7276 
##        967        968        969        970        971        972        973 
## 11725.5152  6093.5136  8613.6801  9148.8932  3856.4392  8293.1045   861.9905 
##        974        975        976        977        978        979        980 
##  6349.5701  4700.6183 13918.4968 14028.6928  5234.5453  9303.4731  6600.6961 
##        981        982        983        984        985        986        987 
##  4599.2592  4424.2952  5449.3425  8120.2100  4012.1114  5846.8476  6466.9014 
##        988        989        990        991        992        993        994 
##  7925.4771  6772.7824  7211.3943  6222.6901  3822.2540  6730.0308  2965.1385 
##        995        996        997        998        999       1000       1001 
##  8281.5574 11048.0860  4159.2580  4722.5440  3315.4320 11136.9374  9202.2578 
##       1002       1003       1004       1005       1006       1007       1008 
##  5512.8794  4545.5198  3174.1346  4118.8154  5577.8547  7844.0733  5136.3119 
##       1009       1010       1011       1012       1013       1014       1015 
## 14148.7344 10961.3025  9742.3607  5712.5343  3164.3922  4760.2620  4329.0977 
##       1016       1017       1018       1019       1020       1021       1022 
##  5412.4401  3473.7245  4040.9037  6727.0574  5027.5051  8579.3906  3295.8778 
##       1023       1024       1025       1026       1027       1028       1029 
##  5362.6970  8791.8307 12723.0648  3474.1257  4563.4348  5592.4784  5772.6342 
##       1030       1031       1032       1033       1034       1035       1036 
##  7612.5089  7208.8365  8616.2523  5069.6493  5989.9978  7838.7909  5477.6642 
##       1037       1038       1039       1040       1041       1042       1043 
##  4056.1348  7147.4563  7126.1524  4015.7066  7771.1402  3824.5223  7203.9610 
##       1044       1045       1046       1047       1048       1049       1050 
## 10042.4406  6940.8724  5892.0683  6602.5415  4381.5436  8029.0495  4647.6944 
##       1051       1052       1053       1054       1055       1056       1057 
##  8822.1095  6269.1401  2845.2001 11048.9085  8970.6453  8876.3532  3967.1539 
##       1058       1059       1060       1061       1062       1063       1064 
##  4486.0273  8255.8094  4117.8332  1653.3489  2098.2806  6549.5145  5804.0960 
##       1065       1066       1067       1068       1069       1070       1071 
##  4402.8475  7848.1872  6122.3540  7505.8456  3378.5533  2266.8749  3501.3338 
##       1072       1073       1074       1075       1076       1077       1078 
##  7708.4739  3520.3693  4921.6178  3297.7857  5130.1096 11789.9862  5883.2795 
##       1079       1080       1081       1082       1083       1084       1085 
## 12278.0299  5541.7748 11305.7399  6731.0537  2787.3061  5964.2196  6684.3058 
##       1086       1087       1088       1089       1090       1091       1092 
##  4734.1318 16444.9423  6902.9962  5746.7122  7212.4316  5375.8907  4892.3212 
##       1093       1094       1095       1096       1097       1098       1099 
##  7567.5921 11059.6332  7215.9237  8041.1153 11378.7222  1910.6915  5613.3187 
##       1100       1101       1102       1103       1104       1105       1106 
##  8537.6763  4973.7250  5820.9256  4839.9160  9732.5489  3607.1037  3574.7713 
##       1107       1108       1109       1110       1111       1112       1113 
##  5980.1379  6387.8067  4598.0281  4333.0940  3951.6511 17108.6676  6335.2984 
##       1114       1115       1116       1117       1118       1119       1120 
##  5292.9028  9506.3077  3240.0356 18617.9061  5290.1783  2367.2735  6877.6960 
##       1121       1122       1123       1124       1125       1126       1127 
##  5539.9844  4982.5476  5970.2780  5536.4923  6782.5391  4903.7652  7155.0478 
##       1128       1129       1130       1131       1132       1133       1134 
##  2349.9252  5066.1573  6580.1597  6634.1065  5728.5964  6207.7060  7726.2858 
##       1135       1136       1137       1138       1139       1140       1141 
##  3808.5009 13432.2519  2719.3574  2489.5210 15986.1544  4361.9894 11909.1571 
##       1142       1143       1144       1145       1146       1147       1148 
##  4461.1426  8454.5852  8620.7673  5582.6810  6191.6920  6278.0262  8692.4143 
##       1149       1150       1151       1152       1153       1154       1155 
##  6616.3570  4482.4465  8633.2967  3598.2811  1976.4343   945.0816  7648.9959 
##       1156       1157       1158       1159       1160       1161       1162 
##  7460.0175 10326.0656  8070.0107  5422.2375  6601.2554  8703.8584  6457.0416 
##       1163       1164       1165       1166       1167       1168       1169 
##  9330.6262  6113.5721  6513.1308  8841.3106  6584.7921  5069.6350  3797.3142 
##       1170       1171       1172       1173       1174       1175       1176 
##  4315.2271  3474.2288  5724.1222  5688.8663  5253.7464  4296.5447  6511.3403 
##       1177       1178       1179       1180       1181       1182       1183 
##  7677.8913 11377.9055  1634.2102  7007.4943  5284.8477 11294.6489  4503.3899 
##       1184       1185       1186       1187       1188       1189       1190 
##  6441.4837 10414.1411  9644.5285  7701.8647  9709.8151  5577.8547  5132.4187 
##       1191       1192       1193       1194       1195       1196       1197 
##  5595.2030  6073.0888  7075.9531  5449.3425  7565.3862  9241.3255  5789.3606 
##       1198       1199       1200       1201       1202       1203       1204 
##  1800.3923  5215.5097  5402.6834  6421.9846  3298.0837  5138.9729  8382.0591 
##       1205       1206       1207       1208       1209       1210       1211 
##  9096.3848  3340.4342  4306.4045  9192.4123  8609.5806  8871.0285  7801.0178 
##       1212       1213       1214       1215       1216       1217       1218 
##  5610.3453  6684.3058  2485.5246  7798.3483  5199.9662  8268.6834  3307.9436 
##       1219       1220       1221       1222       1223       1224       1225 
##  7916.5995  5605.7753  8071.8011 13137.3370  2181.3716 13847.3541  3156.8007 
##       1226       1227       1228       1229       1230       1231       1232 
## 12258.9320  5427.9836  4683.3875  6592.2255  5102.5411  4023.5554  9651.6638 
##       1233       1234       1235       1236       1237       1238       1239 
##  5995.2802  5920.0787  6654.1158  9133.3354  5035.0559  4121.3733  2199.2242 
##       1240       1241       1242       1243       1244       1245       1246 
##  4667.7673  7241.3270  4315.7865 10986.2988  7793.8333  5386.2692  2150.7889 
##       1247       1248       1249       1250       1251       1252       1253 
##  4752.7112  4540.2373  3933.0167  3218.5879  5081.1414  5281.2525  4797.6830 
##       1254       1255       1256       1257       1258       1259       1260 
##  7918.3348  8227.3210  3237.7265  6515.3367  3351.9813  2895.3993  5385.7506 
##       1261       1262       1263       1264       1265       1266       1267 
##  5467.1544  4854.9552  6860.6997  7563.5814  8785.6141  6709.1905  6217.5659 
##       1268       1269       1270       1271       1272       1273       1274 
##  8300.2483  8020.2184  7757.9058  4932.2452  1653.2458  5855.6221  1829.2877 
##       1275       1276       1277       1278       1279       1280       1281 
##  6719.4659  7279.1001  5679.5801  7253.7448  8808.3014  6685.6326  7256.8705 
##       1282       1283       1284       1285       1286       1287       1288 
##  6860.3477  7363.1183  4238.3527  6917.1012  7607.5160  6221.0436  5384.8715 
##       1289       1290       1291       1292       1293       1294       1295 
##  6161.4623  8462.0186  5968.1753  6676.8581  5166.5966  6342.8899  5576.9756 
##       1296       1297       1298       1299       1300       1301       1302 
## 11999.6958  6511.2853  3555.5294  9345.7204  6687.3823  6767.3968 13184.9699 
##       1303       1304       1305       1306       1307       1308       1309 
##  5199.9662 14164.2372  6958.5811  9489.0145  3998.3584  3365.7344  5327.5993 
##       1310       1311       1312       1313       1314       1315       1316 
##  3660.0275  8428.3028   183.2668  2893.7121  3781.3552  8680.3078  4607.3694 
##       1317       1318       1319       1320       1321       1322       1323 
##  7216.0268  3505.3302  6519.7078  4556.6107  6865.7333  6867.0194  8705.6488 
##       1324       1325       1326       1327       1328       1329       1330 
##  3448.8255  6313.8363  5423.5236  4562.9161 11893.0950  5295.0056  3061.5814 
##       1331       1332       1333       1334       1335       1336       1337 
## 11333.3491 13589.9227  2752.2491  8900.7887  4068.6161  6209.0402 10221.5183 
##       1338       1339       1340       1341       1342       1343       1344 
##  2719.3574  2845.2001  1829.2877  6953.2986  6156.1799  5255.9523  3916.9546 
##       1345       1346       1347       1348       1349       1350       1351 
##  6263.7545  4493.5301  7966.8395  6976.3305 10753.7522  2224.1233  4474.8957 
##       1352       1353       1354       1355       1356       1357       1358 
## 13402.3336  5963.7153  4985.2721  8701.1888  4915.4563  7051.0134 10789.1611 
##       1359       1360       1361       1362       1363       1364       1365 
##  4810.9175  5060.2937  4657.5543  4118.8154  7161.3125  6198.9315  4741.5795 
##       1366       1367       1368       1369       1370       1371       1372 
##  2895.3993  6157.0505  3526.7372  8217.1573  3500.8152  9782.7482  7721.9290 
##       1373       1374       1375       1376       1377       1378       1379 
##  7647.6066 10620.3587  8337.1423  4851.3600  6269.4524  8250.3529  5152.8435 
##       1380       1381       1382       1383       1384       1385       1386 
##  2543.3154  4521.2425  3785.8702  4526.3811  5337.3561  7750.8185  5728.5964 
##       1387       1388       1389       1390       1391       1392       1393 
##  3892.5742  3774.3230  5383.5447  6156.1799  4213.0381  4816.3031  6777.2567 
##       1394       1395       1396       1397       1398       1399       1400 
##  4482.4465  4653.5580  6073.0888  8072.2082  8498.0419  6268.1663  8268.6834 
##       1401       1402       1403       1404       1405       1406       1407 
##  5825.0394 10860.8632  3413.6654 10525.7205 11407.6176  7268.3770  9527.1480 
##       1408       1409       1410       1411       1412       1413       1414 
##  2841.6049  3441.2339  7966.7988  8522.0153  3077.1874  6483.3647  3392.3064 
##       1415       1416       1417       1418       1419       1420       1421 
## 11422.7599  3456.4170  8733.7360  3466.1737  6846.5946  6782.1236  6675.8351 
##       1422       1423       1424       1425       1426       1427       1428 
##  9468.5272  5317.2833  2431.2258  6777.2567  6080.5772  4956.3767  5835.6524 
##       1429       1430       1431       1432       1433       1434       1435 
##  3476.0336  7886.6668 10349.1599  7541.8848  9151.5627  3153.2462  9408.1293 
##       1436       1437       1438       1439       1440       1441       1442 
##  7443.5398  1976.4343  6233.1094  1612.9063  6525.6120  6305.8843 11217.4621 
##       1443       1444       1445       1446       1447       1448       1449 
##  4862.4510 12495.0188 11500.9612 10877.8044  6037.9287  8342.9999  6488.2460 
##       1450       1451       1452       1453       1454       1455       1456 
##  4393.0908  6454.0682  7471.5646  9250.6667  5997.0707  8317.9485  5259.5475 
##       1457       1458       1459       1460       1461       1462       1463 
##  7003.4979  6229.1130  4838.1256  4510.8233  3652.5798  7801.4249 10548.7524 
##       1464       1465       1466       1467       1468       1469       1470 
##  5645.4022  3149.2499  6066.3055  7323.8994  4159.2580  8963.0945  5159.0050
residuals(fit)
##            1            2            3            4            5            6 
## -1574.577754 -4361.117232 -2911.583120 -2869.795726 -1065.398931 -1963.916974 
##            7            8            9           10           11           12 
## -5843.184222  -544.623391  2648.304034 -1541.528451 -2630.816039 -1183.409372 
##           13           14           15           16           17           18 
## -1569.178147 -1333.299585 -2411.279376  4258.995088 -1410.728462  1415.044581 
##           19           20           21           22           23           24 
##   445.571262 -1932.510460  1356.984239 -3055.890749  4933.997379   -14.966200 
##           25           26           27           28           29           30 
## -2138.945879  7435.616878 -2579.403919  -673.772762 -2367.074678 12669.852897 
##           31           32           33           34           35           36 
## -1666.334524  -371.333599 -3857.228957 -3171.238421    -6.725921 -3864.590619 
##           37           38           39           40           41           42 
## -4638.748564 -2260.839616 -2352.556180   296.089654 -2083.742146  -119.224384 
##           43           44           45           46           47           48 
##   151.967785  3597.176476 -2698.605981  7750.138385 -1522.437085 -1927.593405 
##           49           50           51           52           53           54 
## -3181.297053 -1848.833189 -2443.000528   707.786396 -1409.527392  4692.103204 
##           55           56           57           58           59           60 
##   567.244593  5250.702603  2924.264137  -552.926800   662.539730  -393.016305 
##           61           62           63           64           65           66 
##   152.966678 -4816.291506  3137.611944 -7902.721804   797.290743  5803.166543 
##           67           68           69           70           71           72 
##   755.364376  3824.340187 -2740.554216  -325.862698 -4738.699184 -1297.564281 
##           73           74           75           76           77           78 
##  -663.392222  -112.221834 -1464.871290 -1972.277344 -3893.610117  7150.200263 
##           79           80           81           82           83           84 
##  7361.593379 -3232.893032  -794.078748 -2708.593664  2308.240435 -4154.573808 
##           85           86           87           88           89           90 
##  -826.454235 -2341.000904   264.680612 -5954.975177 -2151.326427  1062.288201 
##           91           92           93           94           95           96 
##  2193.512639 -3512.856406  -951.176217  1914.842871 -1562.319303  4317.846768 
##           97           98           99          100          101          102 
##  2668.172751   -17.352687 -5266.481202 -4929.414356 -3356.788344  -633.707310 
##          103          104          105          106          107          108 
##  1614.978290 -3731.345783  -200.423771  8603.342978  9168.462943  1936.825932 
##          109          110          111          112          113          114 
##   208.397895  1531.082883 -3228.430534  -287.117241  8551.208502  -512.536568 
##          115          116          117          118          119          120 
##  -125.463668  1643.921815  4435.916622  3129.296911 -2126.140559  3533.156634 
##          121          122          123          124          125          126 
## -3140.896662   485.558562 -5395.908168  5502.561133   731.950617 -1065.786263 
##          127          128          129          130          131          132 
## -9983.635852   923.267929   558.112887 -4064.545413 -1830.131145  1729.763650 
##          133          134          135          136          137          138 
##   613.149996    54.228730 -1853.775137  -854.106697  2807.613936 -3984.375661 
##          139          140          141          142          143          144 
##  5936.990867   683.745191 -1868.055206 -4400.128461 -1018.150148 -1505.954102 
##          145          146          147          148          149          150 
## -1139.587991 -1264.174783 -1622.788326  9897.439978 -4167.154980   181.838165 
##          151          152          153          154          155          156 
## -5367.442632   600.834373 -6571.735101 -9395.728183  2988.966678 -1651.278040 
##          157          158          159          160          161          162 
##  -740.820528 -4991.142262  1651.863080 -3369.029205   170.523774 -1327.967001 
##          163          164          165          166          167          168 
##  -846.628930   315.884972   248.925825 11665.787227 -5705.178298  3251.272972 
##          169          170          171          172          173          174 
##  1237.985883 -1887.275415  -364.239110  1308.374538 -4721.629779 -3554.514939 
##          175          176          177          178          179          180 
## -2870.924383 -4277.488107 -1784.596347   193.261502 -2951.539480 -2598.056537 
##          181          182          183          184          185          186 
## -1767.354680 -2381.666324 -2694.318188 -3510.005383 -3723.062955 -3105.886769 
##          187          188          189          190          191          192 
##  7894.375283  2586.141175  2922.753414  4651.368244  2983.283352 -1977.205247 
##          193          194          195          196          197          198 
##  1506.079627 -5352.749421  3355.543621 -2775.813355 -1892.950118 -1482.379025 
##          199          200          201          202          203          204 
##   655.601153   -80.603777   514.957522 -1468.278568 -1396.513402 -5652.448063 
##          205          206          207          208          209          210 
##   901.506252  2061.145297   -78.429913 -4403.194733 -1484.286243  1495.878167 
##          211          212          213          214          215          216 
##  3084.356413  2004.491488  5498.553501  2598.198027 -2457.551807  8207.918912 
##          217          218          219          220          221          222 
##  1567.591975 -2039.511541 -3602.409484 -3159.980010 -3714.411297 -2478.798733 
##          223          224          225          226          227          228 
##  4972.568368  1695.225702    75.442842 -6374.836361 -4575.919417  1624.533448 
##          229          230          231          232          233          234 
##  1702.411035 -1415.905715 -4954.846357  7178.005382 -7402.820230 10919.742498 
##          235          236          237          238          239          240 
## -2754.195182  4782.640572 -4912.942256  1638.452986  -732.770917   300.169369 
##          241          242          243          244          245          246 
## -4112.639604   665.777907 -1980.341765 -4181.460041  6244.182635  8686.706358 
##          247          248          249          250          251          252 
##  -702.423402 -1905.348789 -1074.550951  -404.124021  4806.319410   735.467996 
##          253          254          255          256          257          258 
## -2171.341906   256.408886  3118.543474  1924.792070 -4988.863804  8244.866927 
##          259          260          261          262          263          264 
## -3819.081205 -1182.980495 -1469.796769 -1951.365836 -3592.417211  8895.819294 
##          265          266          267          268          269          270 
##  1436.815559  3884.200053   -63.402249   109.734889  1747.845641 -5254.743119 
##          271          272          273          274          275          276 
##   448.500894  3185.481067 -1715.870183   199.593379   787.227012  7902.012858 
##          277          278          279          280          281          282 
##  5205.924396 -1220.187610  2866.266477  9327.903834  9104.993643 -6583.708636 
##          283          284          285          286          287          288 
## -1106.945745 -5424.456174   997.881442 -7359.751217 -2297.724462  -475.587359 
##          289          290          291          292          293          294 
##  -745.148562  -785.202477 10184.762574 -2467.779988  -555.430525  1281.497991 
##          295          296          297          298          299          300 
## -2721.059307  1223.875743   784.250722  1250.294141  -919.369361 -3006.244447 
##          301          302          303          304          305          306 
##  4303.229427   564.250722   783.821100  1082.671062  -123.193282 -2081.644798 
##          307          308          309          310          311          312 
## -1591.546118  4214.257139 -3737.868293   551.442842  2464.149996 -7935.406478 
##          313          314          315          316          317          318 
##  -152.509117  4514.881682  5782.228731 -4896.626209  4400.004667 -4143.940820 
##          319          320          321          322          323          324 
##  -808.639711 -2156.878413   641.930525  1797.618322 -1123.858683  -342.758569 
##          325          326          327          328          329          330 
##  -288.228957  2703.729083  8069.319773   162.563928 -1005.635232 11192.883102 
##          331          332          333          334          335          336 
## -2831.645087  2534.337553 -3462.859804  3538.130678 -6341.389173  1611.134658 
##          337          338          339          340          341          342 
## -2406.198124   794.994829   137.862085  1491.456031  -555.062054  3902.835967 
##          343          344          345          346          347          348 
##   972.963909  3267.287496  -433.798629   155.346042 -1206.602476 -3306.326419 
##          349          350          351          352          353          354 
## 10786.648151  1010.276370 -3112.914817 -3315.844809  6498.114126  -831.633436 
##          355          356          357          358          359          360 
##   -93.496793   666.406948  1304.967995  -125.622779  2128.721682  1213.368494 
##          361          362          363          364          365          366 
## -1820.449310 -4850.079158   619.709516  -748.567184 -3082.434638  -960.851982 
##          367          368          369          370          371          372 
##  2084.777554  1996.208399  -338.483618  -642.991621  1228.936331 -2841.489277 
##          373          374          375          376          377          378 
##  1170.727032  -103.160518   677.602584  1942.883620 -4191.070660 -2470.648915 
##          379          380          381          382          383          384 
##  -851.245734  7706.166543   808.906194  -761.623391  -859.809000   257.705859 
##          385          386          387          388          389          390 
##   476.519285 -2287.154213 -6537.698476 -1618.240673 -4192.786053    15.008159 
##          391          392          393          394          395          396 
##  1219.488929 -2321.806468 10720.368997   698.391967 -2450.353949 -4873.898485 
##          397          398          399          400          401          402 
## -2610.417126   919.923401 -3941.993310 -2082.139844  7911.228731  2349.865017 
##          403          404          405          406          407          408 
##  2400.393759   475.400530 -1153.145038   766.223527  -455.707578 -3613.287229 
##          409          410          411          412          413          414 
##  8499.683883 -2191.379025  1539.215533  1866.147618 -3948.157129 -2232.448477 
##          415          416          417          418          419          420 
##  -272.125682 -1417.058333 -2860.868025  7339.237524   324.832013 -2377.480190 
##          421          422          423          424          425          426 
##  6213.995088 -1483.003478  1119.687955  3025.730754  6144.488811  2321.498344 
##          427          428          429          430          431          432 
## -3325.496061 -4369.913392 -3120.356163 10841.047254  -826.816039 -4558.891973 
##          433          434          435          436          437          438 
## -3238.827401  2348.921203  3129.831252  6553.343725 -2452.849486  -713.411302 
##          439          440          441          442          443          444 
##   855.261972  6201.338508  4027.300925 -4059.991716  3252.942623   991.167320 
##          445          446          447          448          449          450 
## -4796.111703  6244.816954 -4187.979241 -3967.249132  1139.022688 -3329.320612 
##          451          452          453          454          455          456 
##   763.383497  -460.400178 -3208.042423 -1068.483132   -68.784962 10571.905000 
##          457          458          459          460          461          462 
##  5742.291032  1242.250722  5724.960872  -563.720517  1428.467549  -385.405152 
##          463          464          465          466          467          468 
## -1264.214710   425.209037   782.313824  3625.401542  5133.539838  2027.847923 
##          469          470          471          472          473          474 
## -4734.330295  -916.123512   249.211053  4969.044791  -101.290855  3473.197141 
##          475          476          477          478          479          480 
##  -906.132109  2302.640190    28.719409  1588.875627 -2200.544665  -745.132109 
##          481          482          483          484          485          486 
## -1181.591515 -1852.642747   687.124144 -1562.886510  -432.531887 -1152.148067 
##          487          488          489          490          491          492 
##  4315.361865  1298.737038 -3920.550387 11013.578174 -1852.707530 -2152.302507 
##          493          494          495          496          497          498 
##  7925.465264  -580.134802 -3458.928729  -450.473935  1147.377221 12947.865198 
##          499          500          501          502          503          504 
##   808.112887  2482.358923  1591.864510  -988.441305 -4458.815051 -3600.882415 
##          505          506          507          508          509          510 
## -1530.568770  -354.650491  2221.568368  1192.808303 -2393.576255   324.474948 
##          511          512          513          514          515          516 
##   512.304244  3802.249757 -1197.200807  -468.203795 -3160.263793 -2670.651103 
##          517          518          519          520          521          522 
##   -80.354978  2200.980582 -2120.227899 -3001.004912  1015.254598   321.559927 
##          523          524          525          526          527          528 
##   -82.004292 -9678.044313  2356.830019   654.817990 -6160.309629  -709.980582 
##          529          530          531          532          533          534 
## -1224.115303  1056.636329  2200.085434  5338.074433 -3147.783762  -518.331018 
##          535          536          537          538          539          540 
##  6025.661349  7603.480965 -4500.921357  3807.326686  7394.138385 -4082.912647 
##          541          542          543          544          545          546 
## -3651.114182  3822.274445  2592.214425 -3308.371902  -355.585028  -762.872233 
##          547          548          549          550          551          552 
##  -253.399346 -3686.078900   745.646481   615.367538  -701.136462 -1577.368929 
##          553          554          555          556          557          558 
##  -353.522292 -3211.778158  1467.912211  -921.587858 -5181.184002   810.609574 
##          559          560          561          562          563          564 
##  -940.130791 -1742.057960  1459.583227  -896.735526 -3512.931499  2432.885099 
##          565          566          567          568          569          570 
## -1237.892213  1176.481814 -1605.767050   882.448296 10343.399203   633.701371 
##          571          572          573          574          575          576 
## -3385.249797  1215.268751 -1159.245019  1277.456682 -1569.672751 -4521.824249 
##          577          578          579          580          581          582 
##   850.526065 -2566.840791 -3879.270676  -927.460662 -1716.695833    63.191956 
##          583          584          585          586          587          588 
## -2933.271529  1244.566336  6038.960653    85.040924   678.810452 -6318.151216 
##          589          590          591          592          593          594 
##  9326.797513  -659.490389  4174.518532   327.699338  2751.282788 -1297.612047 
##          595          596          597          598          599          600 
## -3187.186998   507.284825 -2060.926800 -1675.314307   710.840829 -3840.214452 
##          601          602          603          604          605          606 
## -1462.975882  -592.715426  3604.632005 -3438.070699 -3109.211665   877.309620 
##          607          608          609          610          611          612 
## -2432.272150 -1573.987887 -5400.706566  9808.411074  7512.994391  3405.609833 
##          613          614          615          616          617          618 
##  -119.585928  -128.005593 -2346.684095  -287.885662  3519.838994 -2170.254443 
##          619          620          621          622          623          624 
##  -802.272557 -2148.075281 -2948.534497 -3277.747559  -191.536092 -1794.575966 
##          625          626          627          628          629          630 
##  1312.213852  3193.407912  -148.485517  4004.040302  1550.588680   840.797523 
##          631          632          633          634          635          636 
##  2220.151754 -3242.662583 -3908.671872 -2890.857998   543.832359  1562.332703 
##          637          638          639          640          641          642 
## -4529.015418 -1568.313136   379.591107 -3993.393188   101.704684   108.687124 
##          643          644          645          646          647          648 
## -1716.376381 -1207.046730 -2799.513010 -1679.721937  3642.048658  2697.908524 
##          649          650          651          652          653          654 
## -3456.936567  2744.665466 -1427.266917 -3361.787621   346.477326  1719.155182 
##          655          656          657          658          659          660 
## -2057.696784 -2976.643242   -92.951678 -2437.092534 -5322.439367  1302.168120 
##          661          662          663          664          665          666 
## -7061.269914 -1383.995373   636.031030  1265.995498 -2141.872465 -3107.199348 
##          667          668          669          670          671          672 
##  1656.683123 -4422.468979 -1415.902352 -3248.059630  -225.315427 -1767.609144 
##          673          674          675          676          677          678 
## -1441.324592 -1739.031393   747.852152 -3375.942774 -2560.047293 -7512.568471 
##          679          680          681          682          683          684 
## -3911.443111  1242.158848 -1170.133694  4577.583848 -2675.847816   138.677450 
##          685          686          687          688          689          690 
##  4994.882280   -12.404540 -5968.696680 -5320.254482   759.778998  1661.978290 
##          691          692          693          694          695          696 
##   662.080256 -2444.893653   896.004981  1183.297170  2244.267881  1889.031413 
##          697          698          699          700          701          702 
## -3707.428587 -1384.776370  -643.405152  7524.688583 -6084.383514  1313.299568 
##          703          704          705          706          707          708 
##   870.550361  -106.531031   107.797763  1315.632672  8025.613011 -6957.698046 
##          709          710          711          712          713          714 
## -1467.500433 -1468.362219 10935.736207 -1106.156401 -1335.304521 -5026.911932 
##          715          716          717          718          719          720 
##  8156.402757   355.581298  8503.062067 -1473.125803 -4747.669839 -4569.753758 
##          721          722          723          724          725          726 
## -2794.962694  3450.467643 -1871.317214  1673.531147  1226.062830  -642.643093 
##          727          728          729          730          731          732 
##  -235.230887   332.159679  -779.268739  1897.853510  6412.978433  1288.978290 
##          733          734          735          736          737          738 
## -1108.229216   759.315905  -121.611998 -2510.974204  -808.279385 -1349.127983 
##          739          740          741          742          743          744 
##  1456.228731  1307.987705  -454.786876 11871.777318 -4775.047838  3881.409591 
##          745          746          747          748          749          750 
##    92.299985 -3641.897064  8335.144811  1151.190267   882.323184  2715.609623 
##          751          752          753          754          755          756 
##  3853.719400 -5551.896090 -6472.618214  -239.589184 -1333.107416  8667.910682 
##          757          758          759          760          761          762 
## -3078.466674  1921.673095  2105.612541 -5067.922217 -4307.634659  -192.986491 
##          763          764          765          766          767          768 
## -1909.596058 -1472.518101 -1833.539472 -2274.052679 10504.143099 -1315.237534 
##          769          770          771          772          773          774 
##  1851.249278 -1819.209601 11998.076964   -50.810957 -6186.875417  1108.868730 
##          775          776          777          778          779          780 
##  5180.043590  4687.656766   688.789778   155.177583 -7350.973092 -8859.882183 
##          781          782          783          784          785          786 
##  3237.096214   211.881442  5683.446499 -4623.690513 -1226.521920  1778.577680 
##          787          788          789          790          791          792 
##  1597.489634  2315.772368 -1923.096450 -2778.414420  2310.288451  3555.618425 
##          793          794          795          796          797          798 
## -2886.738287 -1338.772713  2612.096576  2285.766907  -831.785918   235.967785 
##          799          800          801          802          803          804 
## -2172.523037  5798.594496  -123.357386 -1833.179169   243.644905  -765.507816 
##          805          806          807          808          809          810 
##  9473.792555 -4560.618826   195.872361  2268.583589 -2800.206716  2763.964882 
##          811          812          813          814          815          816 
##  7480.453396  1662.597295  1884.569841   893.441672  8427.316116  -132.675519 
##          817          818          819          820          821          822 
##  -441.044645   314.923745  -592.082664  -337.221902  -359.496195  3263.398841 
##          823          824          825          826          827          828 
##  -433.425072 -1129.700053 -1474.712161  -688.036788 -3801.149307  -662.734411 
##          829          830          831          832          833          834 
##  1102.068636  3602.358923  -533.990045  -734.430525 -1397.303306  -973.880963 
##          835          836          837          838          839          840 
##   382.507462  -385.831605  1495.015952  1981.553780  2524.115303 -2913.572271 
##          841          842          843          844          845          846 
## -4810.825213  -700.878878  -144.298219  -126.502009   597.862085  -415.647667 
##          847          848          849          850          851          852 
##  3969.387458 -2123.282176 -2041.989825 -2070.434858  -762.707310 10522.037399 
##          853          854          855          856          857          858 
## -2839.278040  1333.929207 -2217.973812 -1804.944428  1625.031030 -4132.880258 
##          859          860          861          862          863          864 
##  9088.193282 -1772.505114  1783.763039  1767.050744 -3110.429341 -1292.321233 
##          865          866          867          868          869          870 
## -3469.456966 -1156.039593  -848.937800 10752.941877 -1056.208904 11389.874308 
##          871          872          873          874          875          876 
##  2783.130640   564.201914 -1743.022541 -3242.733093 -2179.805620 -7052.519427 
##          877          878          879          880          881          882 
##  1043.789778    -3.312038 -1067.104204 -6093.905058 -1003.713737 -1333.703192 
##          883          884          885          886          887          888 
##  3997.586751 -4832.428728  -624.390882  2059.883112 -2536.737313  7798.059038 
##          889          890          891          892          893          894 
##  2127.469621 -2667.582271  1322.836482 -6599.907434   497.778998   218.223630 
##          895          896          897          898          899          900 
##  7198.676828  2112.724384   655.820126 -5371.957148 11742.515408 11797.840054 
##          901          902          903          904          905          906 
## -3441.336932 -4288.402822 -1402.160518  2111.658094 10860.616603 11140.532607 
##          907          908          909          910          911          912 
##  -776.778778  4764.477825  2548.695917  1859.020250  -699.238631 -1239.413593 
##          913          914          915          916          917          918 
## -1611.442842  5491.004409 -4403.704768  1184.139280  9398.322064   303.602945 
##          919          920          921          922          923          924 
##  3692.873116  -878.779503 -3352.502857 -1038.001514  6040.597179 -2983.314345 
##          925          926          927          928          929          930 
## -1070.621100 -3666.799345 -2111.085459 -4983.142609  -466.725349   824.454102 
##          931          932          933          934          935          936 
## -5538.714207 -1847.386613 -1870.708645 -1247.082272  -192.178767  -349.463086 
##          937          938          939          940          941          942 
## 12296.939586  5794.933316 -5868.713644 -1532.312876 -1856.983877  -842.360289 
##          943          944          945          946          947          948 
##   735.088680 -5651.521593  1556.723630  9078.575138  2864.886979 -2035.155656 
##          949          950          951          952          953          954 
##  6342.141640 -2279.640456  4005.152421 -4757.387122 -1818.101541 -4609.414356 
##          955          956          957          958          959          960 
##  6784.121729  5251.258104  9274.482148 -3841.230388  2552.713125 -2756.368998 
##          961          962          963          964          965          966 
## -3302.821845 -2205.068158 -3084.354845    15.822676  -868.638048   516.272408 
##          967          968          969          970          971          972 
## -1717.515169 -3706.513622 -3974.680094 -1250.893187 -1322.439220  4848.895477 
##          973          974          975          976          977          978 
##   749.009470  -986.570087   370.381701  -223.496786  -626.692813 -3205.545278 
##          979          980          981          982          983          984 
## -2926.473074 -1171.696069 -1814.259198   189.704768 -2839.342519 -1433.210011 
##          985          986          987          988          989          990 
##   711.888565   332.152421  -346.901427  2670.522893 -1305.782396 -4215.394349 
##          991          992          993          994          995          996 
##  3775.309863   255.746031  4189.969228  3266.861522  4965.442631 -6967.086006 
##          997          998          999         1000         1001         1002 
##  1609.742013 -2328.543969   588.568025  5662.062563 -6252.257825 -1883.879387 
##         1003         1004         1005         1006         1007         1008 
##  4816.480228    54.865380  -540.815426  2410.145297 -3560.073344  2416.688097 
##         1009         1010         1011         1012         1013         1014 
##  3179.265619  8739.697502  4989.639309  3565.465704 -1805.392222    18.738033 
##         1015         1016         1017         1018         1019         1020 
## 12092.902317 -2416.440091 -2212.724517 -1941.903699  -917.057377   619.494867 
##         1021         1022         1023         1024         1025         1026 
## -5159.390607  1104.122199 -1862.697008 -6725.830687  4445.935215   687.874318 
##         1027         1028         1029         1030         1031         1032 
##  4640.565236 -2298.478394 -3645.634173 -3637.508923  3584.163547  1479.747676 
##         1033         1034         1035         1036         1037         1038 
## -1423.649307  1456.002211  3012.209115 -3368.664239  -334.134840  2232.543684 
##         1039         1040         1041         1042         1043         1044 
## -1640.152430 -1273.706613  5985.859803  4638.477679 -4041.961015  6555.559439 
##         1045         1046         1047         1048         1049         1050 
##  -289.872381 -3547.068291 -3182.541536    -8.543607 -3270.049516   653.305556 
##         1051         1052         1053         1054         1055         1056 
## -5149.109497 -1501.140083 -1571.200053 -6148.908525  1495.354693  8130.646770 
##         1057         1058         1059         1060         1061         1062 
## -1058.153889  1278.972656 -3656.809410 -1713.833189  1518.651103   -65.280591 
##         1063         1064         1065         1066         1067         1068 
##  3659.485461  2815.904045 -2338.847493 -3813.187164 -2284.353984 -2914.845642 
##         1069         1070         1071         1072         1073         1074 
##  -817.553345  -703.874882  1396.666191 -2919.473945  -340.369342  1627.382196 
##         1075         1076         1077         1078         1079         1080 
##  3090.214300  6113.890361  4242.013823 -3521.279463  4049.970051  2834.225206 
##         1081         1082         1083         1084         1085         1086 
##  5300.260150  1874.946280  -515.306097 -3946.219630   398.694247  -650.131833 
##         1087         1088         1089         1090         1091         1092 
## -2033.942288 -4594.996194  -905.712161 -2927.431632  4339.109269  -572.321233 
##         1093         1094         1095         1096         1097         1098 
## -5435.592088  -935.633160 -1742.923668 -2834.115311  5058.277814   385.308523 
##         1099         1100         1101         1102         1103         1104 
## -1544.318683 -1096.676266 -2543.724996    57.074433 -2195.916019 -3293.548914 
##         1105         1106         1107         1108         1109         1110 
## -1156.103661  2817.228737  3733.862085  -310.806727 -2148.028128  4916.905974 
##         1111         1112         1113         1114         1115         1116 
## -1877.651103 -6939.667565 -1480.298371 -1205.902831 -7139.307662  -268.035597 
##         1117         1118         1119         1120         1121         1122 
##   968.093866   193.821732  -306.273467  3046.304034 -1341.984372  1832.452413 
##         1123         1124         1125         1126         1127         1128 
## -1247.278040   605.507664  1454.460872  3949.234756 12175.952162  -276.925214 
##         1129         1130         1131         1132         1133         1134 
##   495.842729 13032.840343 -3227.106460  -665.596434 -1568.705993 -2850.285794 
##         1135         1136         1137         1138         1139         1140 
## -1118.500894  4134.748085  -311.357386   324.479044 -4741.154377 -1049.989433 
##         1141         1142         1143         1144         1145         1146 
##  7139.842871 -2320.142614 -2685.585223 -4235.767308  -250.680951 -1528.691952 
##         1147         1148         1149         1150         1151         1152 
## -1554.026198 -5481.414340 -1239.357043  -416.446499 -3425.296700  1278.718931 
##         1153         1154         1155         1156         1157         1158 
##  1140.565733   623.918427 12009.004149 -4391.017480   108.934393 -3922.010718 
##         1159         1160         1161         1162         1163         1164 
##   345.762466 -1559.255421 -2933.858351  1298.958448   975.373844 -2177.572103 
##         1165         1166         1167         1168         1169         1170 
##  1431.869247 -3098.310604  8617.207882   370.365027   -37.314194  -798.227131 
##         1171         1172         1173         1174         1175         1176 
##  -894.228824 -3558.122160   180.133699  2754.253615   909.455335 -1216.340330 
##         1177         1178         1179         1180         1181         1182 
##  8735.108742  1891.094477  1148.789778 -1574.494265 -3271.847713  2671.351094 
##         1183         1184         1185         1186         1187         1188 
##  -129.389931   400.516279  7011.858914  7958.471520 -3120.864661 -4974.815060 
##         1189         1190         1191         1192         1193         1194 
## -1390.854703   372.581298  -125.202956  -597.088831 -4488.953138 -3009.342519 
##         1195         1196         1197         1198         1199         1200 
##  8406.613833  6137.674537  1292.639357   927.607693   152.490255   -55.683359 
##         1201         1202         1203         1204         1205         1206 
## -3226.984592   690.916278 -1832.972941 -1377.059097 -6441.384831 -1947.434182 
##         1207         1208         1209         1210         1211         1212 
## -1736.404540 -5655.412285 -4623.580608  2011.971470 -5773.017842  3914.654712 
##         1213         1214         1215         1216         1217         1218 
## -3755.305753  -210.524613    80.651675  -269.966248  -421.683389  1093.056404 
##         1219         1220         1221         1222         1223         1224 
##  1324.400530 -2631.775259 -3569.801140 -2389.337026  -626.371633  -911.354061 
##         1225         1226         1227         1228         1229         1230 
##  -851.800701  4445.068016 -1994.983588 -1206.387523  -162.225452  1413.458943 
##         1231         1232         1233         1234         1235         1236 
##  -116.555446 -4089.663792   887.719753 -3058.078748 -1676.115752  1234.664644 
##         1237         1238         1239         1240         1241         1242 
##  1098.944057  2613.626678  1095.775806   570.232740  -769.327039  5294.213517 
##         1243         1244         1245         1246         1247         1248 
##  8846.701151  1962.166660  -418.269246    -5.788947 -2572.711157  3805.762686 
##         1249         1250         1251         1252         1253         1254 
##  -488.016735  -458.587858  1212.858584  1858.747466 -1865.683036 -2771.334847 
##         1255         1256         1257         1258         1259         1260 
## -3720.321023  5326.273467 -4047.336673  4809.018664  -786.399346   -91.750605 
##         1261         1262         1263         1264         1265         1266 
## -2749.154368   956.044791 -4423.699687 -4797.581411 10252.385911 -3654.190483 
##         1267         1268         1269         1270         1271         1272 
## -3928.565867 -4299.248313  4944.781554 -4218.905764  1096.754848  1025.754246 
##         1273         1274         1275         1276         1277         1278 
## -2153.622073   568.712286 -1251.465856  5836.899918 -1490.580114 12074.255191 
##         1279         1280         1281         1282         1283         1284 
##  -487.301377 -4343.632579 -3185.870536 -1047.347713 -4220.118318 -2194.352687 
##         1285         1286         1287         1288         1289         1290 
##  6546.898756   383.483993 -2844.043568   153.128490  -399.462332 -5870.018557 
##         1291         1292         1293         1294         1295         1296 
##  -622.175262 -2463.858085 -1039.596567 -3904.889892  1293.024392 -1552.695839 
##         1297         1298         1299         1300         1301         1302 
##  3155.714715 -1407.529445  -419.720391  -174.382290    31.603204  3106.030056 
##         1303         1304         1305         1306         1307         1308 
## -2494.966248 -3831.237167 -2510.581088 -2635.014454  5638.641640   225.265589 
##         1309         1310         1311         1312         1313         1314 
##    77.400663  1023.972484  7358.697243  1330.733226    62.287934 -1446.355198 
##         1315         1316         1317         1318         1319         1320 
## -3526.307834  2354.630639 -1541.026810 -1126.330152 -2707.707804    91.389284 
##         1321         1322         1323         1324         1325         1326 
## -3929.733313 -4762.019428  -127.648773  -742.825453    70.163702 -1455.523649 
##         1327         1328         1329         1330         1331         1332 
##  5344.083878  1331.905010 -1755.005609  -257.581431  8058.650858  6075.077327 
##         1333         1334         1335         1336         1337         1338 
##  -313.249136 -1586.788697   705.383866 -2307.040205 -7559.518347   136.642614 
##         1339         1340         1341         1342         1343         1344 
## -1764.200053   642.712286 -1280.298629 -1959.179874  4457.047694 -1854.954597 
##         1345         1346         1347         1348         1349         1350 
## -1979.754482   294.469943 -2060.839473 -3090.330505  6069.247810   708.876742 
##         1351         1352         1353         1354         1355         1356 
##  2025.104311  3771.666441  -930.715323 -2678.272150 -6114.188834   591.543749 
##         1357         1358         1359         1360         1361         1362 
## -2658.013363  2558.838875  1772.082530  3042.706260  -679.554319 -1574.815426 
##         1363         1364         1365         1366         1367         1368 
## -1762.312533  -711.931499  2092.420498 -1804.399346  -421.050490 -1300.737180 
##         1369         1370         1371         1372         1373         1374 
## -2470.157271  6353.184832 -4315.748207 -2341.928998 -2496.606594 -8487.358712 
##         1375         1376         1377         1378         1379         1380 
##  9537.857738 -2419.360030 -1498.452439 10910.647102   -65.843493   319.684573 
##         1381         1382         1383         1384         1385         1386 
##  1039.757508 -1641.870183 -1461.381096 -2527.356069  2137.181451  2899.403566 
##         1387         1388         1389         1390         1391         1392 
## -1025.574174  1598.676971  1283.455316 -1153.179874 -1846.038124 -1958.303070 
##         1393         1394         1395         1396         1397         1398 
## -1573.256670  -377.446499  5025.442024  -456.088831  2375.791840 -5601.041889 
##         1399         1400         1401         1402         1403         1404 
##  -300.166324  -758.683389 -2834.039387  8775.136798 -2284.665350  2815.279484 
##         1405         1406         1407         1408         1409         1410 
## -7075.617593  3762.623021 -5087.147951  1775.395125  -794.233932 -1643.798763 
##         1411         1412         1413         1414         1415         1416 
## -2845.015292  -890.187360 -2735.364729   584.693580 -2789.759926 -1448.416975 
##         1417         1418         1419         1420         1421         1422 
## -4293.735996  -399.173706 -1525.594638 -1372.123629 -3893.835136  2488.472768 
##         1423         1424         1425         1426         1427         1428 
## -2657.283253   943.774166 -1679.256670 -1202.577210 -2119.376743 -3429.652400 
##         1429         1430         1431         1432         1433         1434 
## -1207.033581 -3778.666780  2856.840085  2880.115160  4592.437296  1753.753767 
##         1435         1436         1437         1438         1439         1440 
## -5926.129332 -5007.539843   403.565733 13197.890636   177.093664  1118.387953 
##         1441         1442         1443         1444         1445         1446 
## -1174.884322 -4911.462106   -75.450975  6384.981224 -9161.961196  2692.195565 
##         1447         1448         1449         1450         1451         1452 
##   674.071271 -2936.999938  2449.753977 -1954.090761  2382.931842 -2128.564634 
##         1453         1454         1455         1456         1457         1458 
## -2522.666696   654.929331 -3467.948542 -2450.547484 -1314.497922 -4228.113021 
##         1459         1460         1461         1462         1463         1464 
## -1861.125597  -485.823265   132.420153  3052.575138  1482.247608  4290.597751 
##         1465         1466         1467         1468         1469         1470 
##  -183.249890 -3495.305494  2667.100560  1982.742013 -3573.094496  -755.005046
#Anova Table
anova(fit)
## Analysis of Variance Table
## 
## Response: MonthlyIncome
##                      Df     Sum Sq    Mean Sq  F value    Pr(>F)    
## Education             1 2.9361e+08  293612361  22.0235 2.945e-06 ***
## WorkLifeBalance       1 2.8822e+07   28821818   2.1619    0.1417    
## Age                   1 7.8066e+09 7806569932 585.5600 < 2.2e-16 ***
## YearsAtCompany        1 4.6372e+09 4637236889 347.8327 < 2.2e-16 ***
## NumCompaniesWorked    1 2.7618e+08  276176647  20.7156 5.769e-06 ***
## Residuals          1464 1.9518e+10   13331801                       
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
vcov(fit)
##                    (Intercept)    Education WorkLifeBalance         Age
## (Intercept)        339561.8428 -18250.67567   -51033.520152 -3872.79472
## Education          -18250.6757   9092.33032     -184.855701  -182.25479
## WorkLifeBalance    -51033.5202   -184.85570    18202.687689    44.56980
## Age                 -3872.7947   -182.25479       44.569802   141.70524
## YearsAtCompany        447.1025    -33.77786      -44.367676   -71.77907
## NumCompaniesWorked   1281.0928   -281.41724       -9.084751  -166.58117
##                    YearsAtCompany NumCompaniesWorked
## (Intercept)             447.10245        1281.092777
## Education               -33.77786        -281.417239
## WorkLifeBalance         -44.36768          -9.084751
## Age                     -71.77907        -166.581174
## YearsAtCompany          283.41365         162.612092
## NumCompaniesWorked      162.61209        1698.701799
cov2cor(vcov(fit))
##                    (Intercept)   Education WorkLifeBalance         Age
## (Intercept)         1.00000000 -0.32845956    -0.649124986 -0.55830572
## Education          -0.32845956  1.00000000    -0.014369031 -0.16056408
## WorkLifeBalance    -0.64912499 -0.01436903     1.000000000  0.02775109
## Age                -0.55830572 -0.16056408     0.027751086  1.00000000
## YearsAtCompany      0.04557611 -0.02104186    -0.019533881 -0.35817433
## NumCompaniesWorked  0.05334117 -0.07160684    -0.001633754 -0.33952705
##                    YearsAtCompany NumCompaniesWorked
## (Intercept)            0.04557611        0.053341174
## Education             -0.02104186       -0.071606842
## WorkLifeBalance       -0.01953388       -0.001633754
## Age                   -0.35817433       -0.339527053
## YearsAtCompany         1.00000000        0.234360212
## NumCompaniesWorked     0.23436021        1.000000000
temp <- influence.measures(fit)
temp
## Influence measures of
##   lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age +      YearsAtCompany + NumCompaniesWorked, data = attr) :
## 
##         dfb.1_  dfb.Edct  dfb.WrLB   dfb.Age  dfb.YrAC  dfb.NmCW     dffit
## 1    -2.17e-02  1.27e-02  2.80e-02  1.46e-03 -2.79e-03 -2.44e-02 -4.09e-02
## 2     8.93e-03  6.65e-02 -1.25e-02 -5.91e-02  4.70e-03  3.09e-02 -9.24e-02
## 3    -5.40e-03  2.08e-02 -7.79e-03 -2.58e-03  1.87e-02 -2.51e-02 -4.60e-02
## 4     3.51e-03 -2.49e-02 -6.30e-03  9.65e-03 -3.08e-03  1.24e-02 -3.63e-02
## 5    -1.05e-02  1.46e-02 -2.65e-03  1.18e-02 -1.79e-03 -2.37e-02 -2.96e-02
## 6    -2.03e-02  1.01e-02  1.52e-02  1.44e-03  1.95e-04  1.25e-02 -2.78e-02
## 7     3.05e-02  1.51e-02  4.14e-02 -1.22e-01  7.99e-02  2.63e-02 -1.44e-01
## 8    -3.78e-03  6.66e-03 -1.42e-03 -3.15e-04  3.48e-03  2.15e-03 -9.30e-03
## 9    -3.90e-03  2.59e-03  6.36e-03  7.57e-03  4.23e-04 -2.15e-02  3.00e-02
## 10   -1.08e-02 -2.07e-04  1.20e-02  7.12e-03 -4.36e-03 -1.62e-02 -2.30e-02
## 11    5.44e-04 -3.99e-03 -6.38e-03 -5.23e-03  1.04e-02  2.21e-02 -3.05e-02
## 12   -6.36e-03  5.79e-03 -2.70e-03  4.78e-03 -3.78e-03  5.78e-03 -1.53e-02
## 13   -2.08e-02  1.94e-02  1.20e-02  9.78e-04  2.25e-03  4.79e-03 -2.73e-02
## 14   -3.30e-03  7.24e-03 -3.44e-03 -4.81e-03  9.69e-03  1.13e-02 -1.89e-02
## 15   -9.79e-03 -3.47e-03 -5.44e-03  2.19e-02 -1.61e-03 -2.15e-02 -3.34e-02
## 16    3.79e-03  3.92e-02  8.73e-03 -3.35e-02  2.08e-02 -1.07e-02  6.25e-02
## 17   -1.45e-02  7.20e-03  1.09e-02  3.94e-04  1.93e-03  9.41e-03 -2.01e-02
## 18    2.15e-02 -5.32e-03 -1.11e-02 -1.14e-02 -5.33e-03 -2.85e-03  2.38e-02
## 19   -4.51e-03  2.29e-03  1.02e-03  2.59e-03  7.57e-03 -1.01e-03  1.07e-02
## 20    1.92e-03 -5.73e-05 -4.88e-03 -6.18e-04  7.34e-03 -1.08e-02 -2.09e-02
## 21    1.92e-02 -5.30e-03 -1.07e-02 -8.87e-03 -1.81e-03 -6.56e-03  2.18e-02
## 22    5.83e-03 -2.14e-02 -7.08e-03  1.72e-02 -2.05e-03 -3.82e-02 -5.13e-02
## 23   -8.19e-03  4.27e-02  1.05e-02 -1.60e-02  2.51e-02 -3.23e-02  7.31e-02
## 24   -1.35e-04  5.58e-05 -3.45e-05  1.22e-04  7.35e-05  3.03e-05 -2.38e-04
## 25   -1.13e-02  2.80e-02 -5.62e-03 -3.74e-03  6.70e-03  2.51e-03 -3.36e-02
## 26   -1.07e-02 -1.53e-02 -5.60e-02  7.10e-02  3.57e-02  8.99e-03  1.27e-01
## 27   -1.67e-02  3.29e-02 -6.28e-03  4.42e-03 -1.13e-02  4.87e-03 -4.21e-02
## 28    3.93e-03 -5.10e-03 -1.62e-03 -3.56e-03  8.58e-04  6.64e-03 -9.98e-03
## 29    1.33e-02 -1.49e-02 -5.02e-03  4.68e-03 -3.97e-02 -6.38e-03 -4.82e-02
## 30   -1.47e-02  8.49e-02 -9.53e-02  1.10e-01 -1.15e-01 -4.89e-02  2.15e-01
## 31   -2.04e-03 -1.70e-03 -4.09e-03  3.66e-03  9.09e-03 -5.68e-03 -1.83e-02
## 32    4.97e-03 -2.54e-03 -4.73e-03 -2.80e-03  2.60e-03  2.15e-03 -6.97e-03
## 33   -1.97e-02  2.04e-02 -8.79e-03  1.79e-02 -1.88e-02  6.90e-03 -4.69e-02
## 34    2.71e-02 -7.53e-04 -4.05e-02 -1.43e-02  2.64e-02  4.85e-03 -5.33e-02
## 35   -8.10e-05 -1.94e-05  5.33e-05  5.98e-05  1.72e-05 -1.76e-06 -1.03e-04
## 36   -1.90e-02  2.66e-02  2.87e-02 -3.47e-02  2.10e-02  2.79e-02 -6.17e-02
## 37    2.47e-02  3.71e-02 -1.37e-02 -7.64e-02  4.84e-02  4.63e-02 -9.40e-02
## 38    4.85e-04 -3.11e-03 -5.64e-03 -5.19e-03  1.58e-02  1.40e-02 -2.59e-02
## 39    1.99e-02 -1.54e-02 -2.97e-02  1.33e-02  7.43e-03 -4.13e-02 -5.94e-02
## 40    3.32e-04  4.02e-04  7.00e-04 -5.63e-04 -5.46e-04 -4.73e-04  2.52e-03
## 41   -4.34e-03  1.20e-02 -5.47e-03 -8.13e-03  1.69e-02  1.25e-02 -2.81e-02
## 42   -1.63e-04 -1.16e-03 -2.65e-04  6.63e-04  7.00e-04  5.46e-04 -1.89e-03
## 43    1.64e-03  4.32e-04 -1.19e-03 -8.49e-04 -7.90e-04 -5.69e-04  2.29e-03
## 44    1.51e-02  8.41e-03  7.64e-03 -2.89e-02  1.59e-02 -6.07e-03  4.39e-02
## 45   -1.41e-02  1.44e-02 -6.02e-03  1.50e-02 -2.00e-02  3.23e-03 -3.61e-02
## 46   -1.60e-02 -1.55e-04  1.67e-02 -1.09e-02  1.27e-01 -1.62e-02  1.50e-01
## 47    2.79e-03 -1.33e-02 -3.35e-03  2.85e-03 -1.97e-03  1.13e-02 -2.12e-02
## 48   -3.04e-03  1.29e-02 -5.13e-03 -4.88e-03  1.27e-02 -5.22e-03 -2.46e-02
## 49    2.28e-02 -1.94e-02 -7.88e-03 -1.48e-02 -1.11e-03 -4.20e-03 -3.88e-02
## 50   -8.22e-03  2.40e-02 -5.05e-03 -9.36e-03  1.48e-02  1.01e-02 -3.29e-02
## 51    7.59e-03  2.31e-02 -7.14e-03 -1.75e-02  1.59e-02 -3.65e-02 -5.65e-02
## 52    5.32e-03  6.87e-03 -5.61e-03 -3.83e-03 -3.35e-03 -3.24e-03  1.20e-02
## 53    2.91e-03 -1.92e-02  1.09e-02 -3.75e-03  6.45e-03 -4.30e-03 -2.72e-02
## 54    1.14e-02 -2.85e-02  1.19e-02  6.98e-03 -1.69e-02 -9.34e-03  4.98e-02
## 55    6.75e-03  8.44e-04 -4.50e-03 -7.03e-03  2.44e-04  8.62e-03  1.18e-02
## 56    2.04e-02 -3.08e-02  1.17e-02 -2.23e-02  5.38e-02 -6.41e-03  7.79e-02
## 57    6.05e-03  4.60e-02 -2.35e-02 -1.01e-02  5.11e-03 -1.50e-02  5.75e-02
## 58    1.24e-03 -4.48e-03 -1.32e-03  5.30e-04  3.16e-03  2.83e-04 -6.94e-03
## 59    4.40e-03  5.76e-03 -5.29e-03 -4.70e-03  1.39e-03  1.46e-03  9.84e-03
## 60    3.88e-03 -3.14e-03 -4.91e-03 -3.74e-04  6.59e-04  2.30e-03 -6.83e-03
## 61    2.58e-04  2.47e-04  3.44e-04 -5.44e-04  4.29e-04 -4.90e-04  1.51e-03
## 62    2.88e-02 -7.27e-02 -1.05e-02  4.57e-03 -8.93e-03  2.78e-02 -8.61e-02
## 63    1.05e-02 -2.96e-02 -2.47e-02  3.32e-03  7.30e-02  3.03e-02  9.16e-02
## 64    2.82e-02  3.00e-02  6.01e-02 -6.83e-02 -1.11e-01 -8.57e-02 -2.06e-01
## 65    1.20e-04  6.63e-04  1.72e-03 -2.88e-03  9.29e-03 -1.64e-03  1.18e-02
## 66   -5.75e-02 -1.05e-02  1.70e-02  1.04e-01 -5.18e-02 -4.82e-02  1.14e-01
## 67   -3.65e-04  8.48e-04  1.83e-03  1.04e-03 -1.71e-03 -4.01e-03  7.05e-03
## 68   -1.95e-02 -9.85e-04  1.06e-02  4.08e-02 -4.12e-02 -2.46e-02  5.81e-02
## 69   -1.90e-02 -2.27e-03  2.11e-02  4.37e-03  9.23e-03 -9.35e-03 -3.30e-02
## 70   -1.84e-03 -5.30e-04  2.48e-03 -1.44e-03  2.98e-03  3.22e-03 -5.25e-03
## 71   -9.29e-04  8.44e-02  3.31e-02 -8.88e-02  3.50e-02 -3.22e-02 -1.38e-01
## 72   -3.62e-03 -3.08e-03 -2.96e-03  4.38e-03  2.62e-03  8.53e-03 -1.55e-02
## 73    4.17e-04 -6.07e-03 -1.54e-03  1.31e-03  4.74e-03  3.84e-03 -9.92e-03
## 74   -1.96e-04 -1.79e-04 -2.49e-04  4.50e-04 -4.57e-04  3.26e-04 -1.15e-03
## 75    6.46e-04 -1.19e-03 -3.71e-03 -2.26e-03  1.05e-02  8.77e-04 -1.54e-02
## 76    1.02e-04 -1.75e-02 -4.09e-03  1.28e-02 -1.09e-02  5.57e-03 -2.81e-02
## 77    7.74e-03 -3.28e-02 -8.10e-03  1.44e-02 -3.34e-02  2.32e-02 -6.34e-02
## 78   -9.89e-02  4.56e-02  9.21e-02  5.84e-02 -7.84e-02 -7.63e-03  1.46e-01
## 79   -7.00e-02  5.44e-02  9.22e-02 -9.59e-03 -1.50e-02  2.10e-02  1.24e-01
## 80    6.76e-03  2.91e-02 -9.04e-03 -1.63e-02  8.99e-03 -4.30e-02 -6.37e-02
## 81   -1.12e-02  9.79e-03  6.17e-03  3.01e-03 -4.15e-03  1.00e-03 -1.44e-02
## 82   -4.37e-05 -3.43e-03 -6.49e-03 -1.31e-03  5.27e-03  1.36e-02 -2.51e-02
## 83   -1.76e-02 -2.11e-02  7.22e-03  4.57e-02 -3.03e-02 -1.36e-02  5.34e-02
## 84    3.64e-04  2.83e-03 -9.45e-03  2.63e-02 -4.29e-02 -6.14e-02 -7.51e-02
## 85   -2.32e-03  4.73e-03 -2.07e-03 -9.85e-04  2.27e-03  3.71e-03 -9.13e-03
## 86    7.97e-03  5.33e-03  1.70e-02 -3.72e-02  1.48e-02  4.88e-03 -4.55e-02
## 87    2.84e-03 -3.08e-03  6.48e-04 -1.95e-03 -1.05e-03  1.08e-03  4.94e-03
## 88    6.04e-02 -3.43e-02 -1.63e-02 -7.43e-02  4.96e-02  2.85e-02 -1.01e-01
## 89   -6.03e-03 -3.99e-03 -4.62e-03  1.35e-02 -1.29e-02  4.32e-03 -2.52e-02
## 90   -3.14e-03 -8.03e-03  2.87e-03  1.08e-02 -1.62e-03 -7.38e-03  1.58e-02
## 91    5.88e-03  1.64e-02 -1.79e-02 -8.21e-03  3.69e-02 -5.02e-03  4.88e-02
## 92   -1.03e-02 -2.31e-02  6.25e-02 -4.36e-02  8.83e-03  4.34e-02 -9.13e-02
## 93   -1.12e-02  4.92e-03  7.51e-03  5.13e-03 -6.02e-03  1.41e-03 -1.41e-02
## 94    2.87e-03 -9.48e-04 -1.45e-02  1.37e-02  9.79e-04 -7.75e-03  2.56e-02
## 95    8.61e-04 -1.36e-02 -3.28e-03  8.78e-03 -8.11e-03  4.89e-03 -2.16e-02
## 96    1.11e-02  1.86e-02 -7.62e-02  3.60e-02 -1.97e-02  5.63e-02  1.23e-01
## 97    3.77e-02 -1.03e-02 -2.09e-02 -1.62e-02 -6.94e-03 -1.37e-02  4.33e-02
## 98    5.43e-05 -3.74e-05 -2.15e-04  8.76e-05  2.03e-05  5.55e-05 -2.85e-04
## 99    3.01e-02 -2.50e-02  4.31e-02 -3.55e-02 -1.57e-01  3.43e-02 -2.03e-01
## 100   5.31e-02  3.74e-03 -6.33e-02 -3.47e-02  3.28e-02 -3.19e-03 -8.45e-02
## 101   1.01e-02 -2.54e-02 -8.07e-03  2.26e-03  1.46e-02 -7.63e-03 -4.07e-02
## 102  -3.77e-03  7.93e-03 -1.68e-03 -1.50e-03  4.45e-03  2.89e-03 -1.09e-02
## 103   1.17e-02  5.75e-03  3.47e-03 -1.73e-02 -5.61e-03 -3.13e-03  2.59e-02
## 104   4.72e-03 -3.11e-02 -7.56e-03  2.28e-02 -4.06e-02  8.42e-03 -6.17e-02
## 105   9.72e-04  1.42e-03 -2.57e-03 -3.54e-04  1.22e-03 -1.16e-03 -3.74e-03
## 106  -1.14e-01  2.85e-02  2.54e-02  1.19e-01 -6.74e-02  9.61e-02  2.14e-01
## 107  -4.12e-03 -1.14e-02 -6.83e-02  9.76e-02 -2.37e-02 -2.54e-02  1.38e-01
## 108   9.70e-03  5.24e-03  4.16e-03 -1.64e-02  2.43e-03 -3.82e-03  2.43e-02
## 109   1.98e-03 -2.41e-03  5.12e-04 -9.08e-04 -7.31e-04 -4.45e-04  3.58e-03
## 110   9.45e-03  5.05e-03  3.41e-03 -1.29e-02 -8.24e-03 -4.35e-03  2.34e-02
## 111   9.75e-03 -1.83e-02  2.47e-02 -2.62e-02 -1.06e-02  6.77e-03 -5.40e-02
## 112  -1.97e-04 -3.82e-04 -6.59e-04  5.08e-04 -6.22e-04  1.09e-03 -2.69e-03
## 113  -8.04e-02 -1.42e-02  2.48e-02  1.45e-01 -7.37e-02 -6.85e-02  1.62e-01
## 114  -5.13e-03  5.77e-03 -1.21e-03  2.85e-03  5.82e-05  2.07e-03 -9.03e-03
## 115   1.63e-04 -9.55e-04 -2.97e-04  5.72e-04  5.62e-04 -1.10e-03 -1.99e-03
## 116  -1.44e-03  1.29e-03  4.05e-03  2.75e-03 -5.14e-03 -4.62e-03  1.39e-02
## 117   4.30e-03  4.68e-03  9.95e-03 -1.65e-02  2.40e-02 -5.50e-04  4.32e-02
## 118   5.88e-03 -1.85e-02  7.69e-03  6.95e-03  2.98e-03 -2.19e-02  3.89e-02
## 119  -4.77e-03  1.45e-02 -5.59e-03 -1.25e-03  1.18e-02 -1.30e-02 -2.91e-02
## 120  -2.53e-02 -2.74e-02  4.40e-02  1.65e-03  6.93e-02 -4.65e-03  9.48e-02
## 121  -2.93e-02 -6.36e-03  2.50e-02  1.91e-02 -1.54e-02  7.18e-03 -4.24e-02
## 122  -1.62e-03 -2.71e-03  6.11e-03  3.53e-04 -3.97e-04 -3.26e-03  8.41e-03
## 123   6.27e-02 -1.99e-02 -1.52e-02 -5.51e-02  2.33e-02 -6.83e-02 -1.23e-01
## 124  -3.42e-02 -1.51e-02  1.34e-02  1.19e-02  8.29e-02  7.12e-02  1.24e-01
## 125   4.98e-03  6.20e-03 -5.85e-03 -5.96e-03  2.07e-03  3.88e-03  1.14e-02
## 126  -1.18e-02 -2.91e-03  8.47e-03  7.89e-03  1.41e-04  2.72e-03 -1.51e-02
## 127   5.39e-02 -4.46e-02  8.28e-02 -4.31e-02 -3.45e-01  2.46e-02 -4.15e-01
## 128   1.76e-02 -9.69e-03 -7.21e-03 -8.42e-03 -3.63e-03 -8.19e-04  1.94e-02
## 129   6.05e-03 -6.08e-03  1.33e-03 -3.35e-03 -1.83e-03 -2.41e-03  1.04e-02
## 130   9.09e-03 -2.58e-02  3.15e-02 -3.06e-02 -2.04e-02  2.89e-02 -7.39e-02
## 131   6.69e-03  8.54e-04 -4.86e-03 -1.07e-02  1.12e-02 -1.77e-03 -2.04e-02
## 132  -1.25e-02 -2.50e-03  4.94e-03  2.18e-02 -1.67e-02 -2.52e-03  2.79e-02
## 133   1.29e-03  9.22e-04  1.46e-03 -2.07e-03 -2.62e-03  7.45e-04  6.25e-03
## 134   1.21e-04 -7.85e-04  1.45e-04  2.55e-04  9.11e-05  6.95e-05  9.06e-04
## 135  -1.73e-02  2.20e-02 -4.33e-03  1.15e-02 -7.00e-03  1.22e-03 -3.15e-02
## 136  -2.16e-03  6.04e-03 -2.20e-03  1.17e-03  1.95e-03 -8.37e-03 -1.26e-02
## 137  -2.89e-02  1.68e-02  7.70e-03  3.80e-02 -2.54e-02 -2.22e-02  5.08e-02
## 138   3.96e-02 -2.72e-02 -4.91e-02  1.62e-02 -3.99e-02 -2.08e-02 -7.72e-02
## 139   2.94e-02  1.54e-02  1.33e-02 -4.58e-02 -1.83e-02 -3.50e-04  7.52e-02
## 140   1.08e-02  1.62e-03 -1.24e-02 -3.96e-03  3.88e-03 -3.48e-03  1.51e-02
## 141   7.75e-03 -4.67e-04 -2.34e-02  1.46e-02 -3.57e-03 -2.66e-02 -3.87e-02
## 142  -9.97e-03  4.01e-03  3.31e-02 -2.18e-02  9.03e-03 -1.92e-02 -5.88e-02
## 143   6.15e-03 -1.51e-02 -2.38e-03 -1.25e-04  5.67e-03  1.67e-03 -1.78e-02
## 144  -1.36e-02 -3.25e-03  1.18e-02  5.75e-03  2.13e-03  5.68e-03 -1.91e-02
## 145   3.15e-03  6.22e-03 -1.43e-02  7.11e-04 -8.79e-04  6.97e-03 -1.97e-02
## 146  -3.79e-03 -1.49e-03 -2.94e-03  8.64e-03  1.57e-03 -1.01e-02 -1.62e-02
## 147  -1.14e-02  1.97e-02 -4.08e-03  2.98e-04  3.31e-03  9.52e-03 -2.71e-02
## 148   4.12e-02 -1.39e-03 -7.57e-02  1.95e-02 -2.28e-03  2.75e-02  1.12e-01
## 149   2.18e-02 -3.07e-02 -1.03e-02 -1.71e-02  1.90e-02  1.89e-02 -5.12e-02
## 150   2.27e-03 -1.94e-03  4.25e-04 -1.69e-03 -5.19e-04 -1.10e-04  3.54e-03
## 151   9.01e-03 -9.52e-04 -1.17e-02  7.47e-03 -7.62e-02  1.28e-02 -9.29e-02
## 152  -2.69e-03  9.33e-03  1.26e-03 -2.19e-03  1.69e-03 -2.92e-03  1.09e-02
## 153  -4.48e-02  5.59e-02  1.15e-01 -1.04e-01  3.43e-02  4.33e-02 -1.70e-01
## 154  -9.47e-02  1.64e-02  1.70e-01  3.30e-02 -1.35e-01 -1.61e-01 -2.69e-01
## 155   5.04e-03  4.84e-03  6.72e-03 -1.06e-02  8.39e-03 -9.58e-03  2.95e-02
## 156  -1.32e-02  2.04e-02 -3.90e-03  7.27e-03 -8.83e-03  1.61e-03 -2.78e-02
## 157   7.77e-03 -4.49e-03 -2.09e-03 -1.10e-02  9.53e-03  6.51e-03 -1.50e-02
## 158   2.35e-02  1.22e-02  3.55e-02 -9.99e-02  6.66e-02  2.09e-02 -1.19e-01
## 159   5.11e-03  1.06e-02 -1.31e-02 -9.12e-03  1.40e-02  2.21e-02  3.22e-02
## 160   3.80e-03 -2.54e-02 -7.74e-03  1.99e-02  2.29e-03 -3.26e-02 -5.14e-02
## 161   1.88e-03 -1.90e-03  4.07e-04 -1.20e-03 -4.34e-04 -2.08e-04  3.08e-03
## 162  -2.37e-02 -2.28e-03  2.40e-02  1.43e-02  5.61e-04 -1.57e-02 -3.25e-02
## 163  -1.41e-02 -2.20e-03  1.53e-02  5.00e-03  4.88e-04  2.67e-03 -1.78e-02
## 164   1.53e-03 -2.92e-03 -5.48e-03  6.08e-03 -2.63e-03 -1.67e-03  8.88e-03
## 165   2.57e-03  6.72e-04 -1.95e-03 -1.17e-03 -1.37e-03 -1.01e-03  3.68e-03
## 166  -8.44e-02 -1.53e-02  3.26e-02  1.44e-01 -7.69e-02 -4.29e-02  1.71e-01
## 167   1.32e-02  1.93e-03 -1.40e-02 -7.62e-03 -1.20e-02 -1.91e-02 -5.12e-02
## 168   9.46e-03  5.39e-03  7.05e-03 -2.23e-02  1.77e-02  2.58e-03  3.54e-02
## 169  -1.22e-02  8.85e-03  1.54e-02 -2.19e-03  1.80e-03  4.26e-03  2.06e-02
## 170   5.52e-03 -2.95e-02 -4.03e-03  1.16e-02  2.08e-03 -1.47e-03 -3.39e-02
## 171  -3.78e-03 -1.02e-03  2.88e-03  1.99e-03  4.29e-04  2.17e-03 -5.35e-03
## 172   7.39e-03 -1.38e-02  1.64e-02 -9.83e-03 -6.62e-03 -5.28e-03  3.09e-02
## 173  -4.28e-02  3.13e-02  3.63e-02  8.57e-03 -1.32e-02 -2.41e-02 -6.33e-02
## 174  -1.02e-02 -6.49e-03 -7.56e-03  2.38e-02 -2.58e-02  6.08e-03 -4.41e-02
## 175   2.52e-02  2.34e-02 -3.71e-02 -2.35e-02  1.23e-02 -4.17e-03 -5.32e-02
## 176   4.38e-02  9.91e-03 -1.29e-02 -7.70e-02  4.96e-02  1.41e-02 -8.83e-02
## 177   1.06e-02 -3.06e-03 -2.25e-02 -2.48e-03  1.08e-02  1.50e-02 -3.13e-02
## 178   2.77e-03  7.45e-04 -1.55e-03 -2.29e-03 -5.71e-04 -3.13e-04  3.55e-03
## 179   6.19e-03  2.36e-02 -6.91e-03 -9.84e-03 -5.18e-02  7.41e-03 -6.79e-02
## 180  -1.67e-03  1.62e-02 -6.95e-03 -1.59e-02  2.03e-02  1.71e-02 -3.57e-02
## 181  -1.38e-02  2.49e-02 -4.48e-03  1.29e-02 -3.88e-03 -3.26e-02 -4.28e-02
## 182  -6.81e-03  1.40e-02 -6.06e-03 -2.49e-03  1.08e-02  4.72e-03 -2.61e-02
## 183  -1.58e-02  1.77e-02  2.01e-02 -2.06e-02  1.63e-02  1.86e-02 -4.17e-02
## 184   3.17e-03  3.11e-03  2.57e-02 -4.90e-02  3.39e-02  2.58e-02 -6.44e-02
## 185   2.52e-02  3.15e-02 -1.12e-02 -6.97e-02  3.78e-02  3.95e-02 -8.15e-02
## 186  -3.51e-03 -4.66e-03 -7.13e-03  6.86e-03 -3.79e-03  1.18e-02 -2.89e-02
## 187   2.41e-02 -1.12e-01  1.89e-02  7.26e-03  1.15e-01 -1.07e-02  1.77e-01
## 188  -2.64e-02  9.20e-03  6.03e-03  4.45e-03  5.05e-02  4.02e-02  7.29e-02
## 189   3.53e-02 -3.77e-02 -2.24e-02 -5.97e-04  1.15e-02 -7.25e-03  5.20e-02
## 190  -3.53e-02 -6.99e-03  1.29e-02  5.70e-02 -2.03e-02 -1.57e-02  6.71e-02
## 191  -2.85e-02  1.66e-02  6.20e-03  1.01e-02  7.82e-02 -1.74e-02  9.75e-02
## 192  -2.11e-02 -5.02e-03  1.58e-02  1.47e-02 -4.11e-03  4.48e-03 -2.74e-02
## 193   3.63e-03 -9.35e-03  3.94e-03  2.71e-03 -1.00e-02  3.28e-04  1.82e-02
## 194   5.43e-02  3.57e-03 -6.84e-02 -2.80e-02  2.04e-02 -8.27e-03 -8.57e-02
## 195  -1.68e-03 -3.21e-02  8.00e-03 -1.41e-02  6.27e-02  7.24e-02  9.64e-02
## 196  -1.59e-02 -2.98e-03  2.15e-02 -3.01e-03 -3.86e-04  1.39e-02 -3.26e-02
## 197  -1.28e-03 -7.20e-04 -4.50e-03  7.04e-03 -1.81e-03 -1.40e-02 -2.03e-02
## 198   1.51e-03  1.05e-02 -3.99e-03 -1.08e-02  6.79e-03  5.66e-03 -1.86e-02
## 199  -1.84e-03  4.19e-03  1.61e-03 -2.72e-03 -2.36e-03  1.11e-02  1.41e-02
## 200  -9.75e-04 -5.32e-05  1.44e-03 -3.88e-06 -1.64e-05 -4.89e-05 -1.56e-03
## 201   4.72e-03 -6.56e-03  1.28e-03 -3.49e-03 -6.41e-04  4.98e-03  9.91e-03
## 202   1.36e-02 -9.41e-03 -3.85e-03 -1.68e-02  7.82e-03  1.39e-02 -2.46e-02
## 203   1.19e-02 -1.18e-02 -1.74e-02  1.16e-03  4.54e-03  7.74e-03 -2.47e-02
## 204   3.12e-02  4.74e-02 -7.22e-02  8.11e-03 -1.56e-02 -9.06e-02 -1.30e-01
## 205   3.56e-03 -1.33e-02  2.51e-03  1.29e-03 -4.14e-03  1.10e-02  1.94e-02
## 206   2.03e-02  4.47e-03 -1.65e-02 -1.44e-02  1.08e-02 -4.09e-03  2.87e-02
## 207  -1.02e-03 -2.62e-04  6.29e-04  8.26e-04  9.06e-06  1.28e-04 -1.28e-03
## 208  -1.91e-02  5.85e-02 -1.14e-02 -1.22e-02 -2.48e-03  1.63e-02 -7.07e-02
## 209  -1.07e-02 -2.02e-02  2.69e-02  7.44e-03  2.16e-03 -2.45e-02 -4.46e-02
## 210  -1.04e-02  8.35e-03  3.88e-03  5.65e-03 -5.69e-03  1.37e-02  2.45e-02
## 211   1.92e-02  2.72e-02 -2.51e-02 -2.24e-02  2.84e-02 -6.86e-03  5.42e-02
## 212   1.51e-02 -2.51e-02  4.73e-03 -7.94e-03  1.26e-02 -1.97e-03  3.42e-02
## 213   2.24e-02  1.31e-02  1.20e-02 -3.92e-02  1.03e-02 -1.25e-02  6.35e-02
## 214   9.73e-03  1.42e-02 -4.62e-02  1.84e-02  2.96e-03  8.43e-03  5.99e-02
## 215  -7.66e-03 -2.77e-03 -5.60e-03  1.90e-02 -3.18e-03 -2.11e-02 -3.14e-02
## 216  -2.42e-02  7.86e-04  2.19e-02  4.94e-02 -7.19e-02 -1.74e-02  9.87e-02
## 217   1.16e-02  1.32e-02 -1.25e-02 -1.51e-02  4.09e-03  1.32e-02  2.70e-02
## 218  -1.92e-02 -5.10e-03  1.61e-02  8.39e-03  1.13e-03  1.28e-02 -2.86e-02
## 219   1.23e-02  5.87e-03 -8.31e-03  6.22e-03 -5.39e-02 -4.08e-02 -7.10e-02
## 220   2.95e-02  5.33e-03 -9.07e-03 -5.20e-02  2.32e-02  2.43e-02 -5.79e-02
## 221   1.18e-02  2.96e-02 -4.66e-02  2.89e-02 -4.35e-02 -7.09e-02 -9.65e-02
## 222   1.70e-03 -1.91e-02 -5.69e-03  1.58e-02  4.03e-03 -2.40e-02 -3.90e-02
## 223  -3.74e-03  4.34e-03  1.17e-02  2.29e-03  1.23e-02 -2.20e-02  4.72e-02
## 224   9.35e-03  1.59e-03 -1.34e-02 -1.01e-03  1.56e-02 -1.02e-02  2.78e-02
## 225  -4.25e-05  6.99e-04  1.68e-04 -2.07e-04 -2.12e-04 -5.81e-04  1.11e-03
## 226   7.66e-02  1.60e-02 -1.99e-02 -1.42e-01  9.31e-02  4.87e-02 -1.57e-01
## 227   1.22e-02 -3.39e-02 -1.03e-02  1.55e-02 -1.48e-02 -1.86e-02 -5.39e-02
## 228   1.30e-02 -2.01e-02  3.79e-03 -7.89e-03  1.07e-02 -1.10e-03  2.81e-02
## 229  -1.08e-02  1.73e-03  2.12e-02 -1.79e-03  4.97e-03 -6.54e-03  2.65e-02
## 230  -2.01e-02  1.70e-02  1.08e-02  2.78e-03  2.92e-03  3.88e-03 -2.50e-02
## 231   5.63e-03  1.12e-02  3.61e-02 -5.43e-02  3.93e-02 -3.60e-02 -9.94e-02
## 232  -1.47e-03 -5.29e-02  1.64e-02  4.66e-03  1.17e-01 -1.35e-02  1.49e-01
## 233   1.58e-02  7.95e-02  5.21e-02 -1.29e-01  6.92e-02 -6.52e-02 -2.00e-01
## 234  -3.14e-02  6.53e-02 -8.23e-02  1.09e-01 -4.38e-02 -3.91e-02  1.80e-01
## 235  -4.09e-02 -2.73e-03  4.96e-02  1.55e-02 -2.01e-03 -2.14e-02 -5.83e-02
## 236  -1.29e-02 -5.08e-03  1.10e-02 -7.43e-03  5.90e-02  3.94e-02  7.76e-02
## 237   1.01e-02  3.54e-02 -6.17e-02  3.72e-02 -3.36e-02 -7.69e-02 -1.11e-01
## 238  -2.63e-02  8.51e-03  2.02e-02  4.30e-03  4.39e-02 -4.48e-03  5.66e-02
## 239  -2.87e-03  4.13e-03 -1.81e-03  8.75e-04  1.93e-03  7.90e-04 -7.74e-03
## 240   4.32e-03  6.91e-04 -5.39e-03 -1.06e-04 -1.54e-03 -2.43e-03  6.51e-03
## 241   1.45e-02 -2.72e-02 -1.00e-02  8.40e-03  1.16e-02 -4.51e-02 -6.71e-02
## 242  -7.85e-04  6.11e-03  1.53e-03 -6.26e-04 -3.77e-03 -5.73e-03  1.02e-02
## 243  -1.16e-02  1.33e-02  1.46e-02 -1.57e-02  1.81e-02  9.29e-03 -3.20e-02
## 244  -1.90e-04  2.80e-02 -1.07e-02 -1.99e-02 -1.65e-03  2.14e-02 -4.99e-02
## 245  -2.58e-02 -2.67e-03  1.38e-02  1.46e-02  1.06e-01 -3.64e-02  1.38e-01
## 246   6.57e-03  6.42e-02  1.97e-02 -9.49e-02 -6.22e-04  1.69e-01  2.05e-01
## 247  -3.52e-03 -6.31e-03  5.48e-03  6.51e-04  4.45e-03  4.28e-03 -1.13e-02
## 248   1.38e-03 -1.40e-02 -4.05e-03  1.73e-02 -1.56e-02 -2.24e-02 -3.30e-02
## 249  -8.54e-03  6.64e-03  8.08e-03 -3.71e-03  5.71e-03  3.09e-03 -1.45e-02
## 250   2.83e-03 -2.59e-03 -1.05e-03 -2.62e-03  2.80e-03  6.29e-05 -5.55e-03
## 251  -2.14e-03  2.29e-05  1.22e-02 -3.46e-03 -2.54e-02  4.04e-02  6.51e-02
## 252  -2.77e-03  5.70e-03  1.53e-03 -1.42e-03  9.10e-03 -4.41e-03  1.38e-02
## 253  -6.54e-03 -4.62e-03 -4.88e-03  1.06e-02  5.65e-05  6.91e-03 -2.27e-02
## 254  -2.48e-04 -1.86e-03  7.02e-04  1.83e-03 -1.64e-03 -3.37e-04  3.33e-03
## 255   1.67e-02 -1.61e-02  7.55e-03 -1.07e-02 -9.18e-03 -1.45e-03  3.57e-02
## 256   9.11e-03  5.74e-03  4.24e-03 -1.25e-02 -3.85e-03 -1.09e-02  2.60e-02
## 257   1.73e-02 -2.02e-03 -1.25e-02 -3.21e-02  5.60e-03  4.66e-02 -6.35e-02
## 258   4.74e-03 -5.63e-02  1.87e-02  2.99e-03  1.23e-01 -3.86e-02  1.67e-01
## 259   6.45e-03  2.88e-03  2.77e-02 -6.44e-02  5.07e-02  4.35e-02 -8.38e-02
## 260   2.89e-03  6.19e-03 -1.49e-02  1.87e-04  3.21e-03  7.93e-03 -2.08e-02
## 261  -2.16e-02 -2.97e-03  2.64e-02  3.41e-03  2.74e-03  6.43e-03 -2.99e-02
## 262  -2.57e-03  1.33e-02 -4.91e-03 -2.55e-03 -2.38e-03 -2.69e-03 -2.01e-02
## 263  -2.42e-02  4.79e-02 -9.05e-03  1.10e-02 -5.37e-03 -2.24e-02 -5.98e-02
## 264   1.33e-02 -5.68e-03 -6.69e-02  6.67e-02 -2.28e-02 -1.64e-02  1.15e-01
## 265   2.04e-02  1.40e-02 -2.60e-02 -8.41e-03 -9.14e-03 -2.95e-03  3.40e-02
## 266   1.10e-02  8.03e-03  9.29e-03 -1.25e-02 -2.68e-02 -7.25e-03  4.70e-02
## 267  -1.28e-04 -1.26e-04 -1.41e-04  2.16e-04 -1.52e-04  3.80e-04 -7.28e-04
## 268   8.08e-04 -4.90e-04  2.47e-04 -8.02e-04  1.54e-04 -1.60e-04  1.43e-03
## 269  -3.48e-03 -1.31e-02  4.22e-03  9.27e-03  2.10e-02 -1.14e-02  3.49e-02
## 270   6.82e-04 -5.82e-03 -1.16e-02  8.67e-03 -4.41e-02  3.02e-02 -7.28e-02
## 271  -3.83e-03 -9.93e-04  9.82e-04  2.65e-03  1.31e-02 -2.40e-03  1.61e-02
## 272  -4.85e-03  2.15e-02 -2.44e-02  2.54e-02 -2.19e-03 -2.54e-02  5.28e-02
## 273  -1.72e-02 -4.20e-03  1.35e-02  9.62e-03  1.33e-03  5.43e-03 -2.28e-02
## 274  -1.90e-03  1.47e-03  2.50e-03 -2.60e-04 -4.05e-04  5.70e-04  3.36e-03
## 275   2.06e-03 -3.12e-03  9.76e-03 -7.30e-03 -1.03e-03 -9.06e-04  1.53e-02
## 276  -2.55e-02  6.29e-02  1.87e-02  4.14e-03 -2.59e-02 -2.63e-02  9.17e-02
## 277   3.99e-02  2.93e-04 -4.07e-02 -3.42e-02  2.02e-02  7.25e-02  9.16e-02
## 278  -1.20e-03  7.78e-03 -3.08e-03 -4.16e-03  2.79e-04  5.87e-03 -1.38e-02
## 279   5.09e-02  8.21e-03 -5.21e-02 -2.34e-02  3.83e-03 -6.45e-03  6.21e-02
## 280   4.11e-02 -1.47e-01 -6.83e-02  1.13e-01  2.41e-03 -1.07e-02  2.02e-01
## 281  -4.09e-02  5.10e-02 -6.75e-02  1.24e-01 -6.84e-02 -4.64e-02  1.74e-01
## 282  -1.35e-02  9.56e-02 -1.61e-02 -1.79e-02 -9.15e-02  1.30e-02 -1.49e-01
## 283  -1.35e-02  5.53e-03  8.74e-03  6.45e-03 -5.96e-03  1.63e-03 -1.62e-02
## 284   3.84e-02  5.07e-02 -1.57e-02 -8.50e-02  9.22e-03  1.74e-02 -1.04e-01
## 285   6.79e-03 -4.57e-03  2.30e-03 -5.95e-03 -1.79e-04 -2.05e-03  1.25e-02
## 286   2.57e-03 -5.07e-03 -1.60e-02  2.00e-02 -8.35e-02  1.74e-02 -1.07e-01
## 287  -2.01e-02  1.01e-04  4.05e-02 -1.88e-02  2.15e-02  6.91e-03 -5.08e-02
## 288   1.31e-03 -3.02e-03 -1.16e-03  2.19e-03  1.10e-03 -8.19e-03 -1.01e-02
## 289  -1.60e-03 -7.15e-03 -1.60e-03  6.27e-03  1.70e-03  4.32e-04 -1.12e-02
## 290  -4.56e-03  3.82e-03 -1.85e-03  3.28e-03  6.44e-04  2.09e-03 -9.22e-03
## 291  -8.39e-02  4.85e-02  2.74e-02  4.92e-02 -4.69e-02  1.45e-01  2.16e-01
## 292  -3.15e-04 -1.00e-03 -5.81e-03  6.61e-03 -6.01e-03 -1.13e-02 -2.22e-02
## 293  -4.65e-03 -1.16e-03  4.30e-03  8.69e-04  3.07e-03  2.76e-03 -7.49e-03
## 294   2.92e-03  1.24e-02  2.59e-03 -1.23e-02  4.25e-03 -2.81e-03  1.99e-02
## 295  -1.49e-02 -3.21e-03  2.08e-02 -7.89e-03  1.34e-02  1.68e-02 -3.47e-02
## 296  -1.06e-02 -1.41e-03  1.52e-02 -4.33e-03  2.00e-02  1.15e-02  2.81e-02
## 297   6.41e-03  3.04e-03  1.67e-03 -9.43e-03 -3.22e-03 -1.28e-03  1.38e-02
## 298   8.41e-03  1.88e-03 -9.83e-03 -1.27e-03  4.81e-03 -8.26e-03  1.72e-02
## 299   2.42e-03 -7.13e-03 -2.23e-03  6.08e-04  6.04e-03 -1.83e-03 -1.22e-02
## 300   2.24e-02  5.61e-03 -8.50e-03 -3.46e-02  2.02e-02 -5.81e-03 -4.67e-02
## 301  -1.91e-02  3.09e-02  8.85e-03 -1.10e-02  7.01e-02 -1.12e-02  8.89e-02
## 302   4.61e-03  2.19e-03  1.20e-03 -6.79e-03 -2.31e-03 -9.18e-04  9.90e-03
## 303   4.56e-03 -3.70e-03  1.79e-03 -3.51e-03  1.76e-03 -3.82e-03  1.01e-02
## 304   9.97e-03  1.37e-03 -8.56e-03 -8.05e-03  4.59e-03  6.62e-03  1.46e-02
## 305  -6.33e-04 -9.15e-05  9.79e-04  7.48e-05 -1.41e-03  7.09e-04 -2.20e-03
## 306   3.49e-03 -1.44e-02 -4.62e-03  1.55e-02 -1.20e-02 -2.85e-02 -3.69e-02
## 307  -1.35e-02 -2.64e-03  1.27e-02  9.00e-03 -1.28e-02  3.19e-03 -2.31e-02
## 308   6.04e-03 -2.90e-02  1.04e-02  1.69e-03  1.58e-02  8.32e-03  4.59e-02
## 309   5.15e-02 -1.85e-02 -1.08e-02 -7.25e-02  3.76e-02  3.65e-02 -8.46e-02
## 310  -3.10e-04  5.11e-03  1.23e-03 -1.51e-03 -1.55e-03 -4.25e-03  8.08e-03
## 311   5.21e-03  3.71e-03  5.88e-03 -8.34e-03 -1.05e-02  2.99e-03  2.51e-02
## 312   3.14e-02  5.17e-03 -1.76e-02 -1.02e-02 -1.41e-01  2.16e-02 -1.71e-01
## 313  -1.91e-03 -1.48e-03  2.76e-03  2.98e-04  9.52e-04  1.31e-03 -3.66e-03
## 314  -1.28e-03  3.40e-02  9.60e-03 -4.31e-02  3.27e-02  5.32e-02  7.79e-02
## 315   2.09e-02 -8.16e-02  1.36e-02 -2.53e-03  9.33e-02 -4.36e-03  1.35e-01
## 316   3.13e-02 -3.66e-02 -1.20e-02 -3.25e-02  1.40e-02  5.13e-02 -7.52e-02
## 317  -1.58e-02 -4.09e-02  1.23e-02  3.26e-02 -2.93e-03  4.47e-02  8.06e-02
## 318   1.65e-02 -2.44e-02  3.11e-02 -5.11e-02  1.70e-02  2.90e-02 -7.55e-02
## 319  -8.48e-03 -2.12e-03  6.38e-03  4.89e-03  1.39e-03  2.55e-03 -1.12e-02
## 320  -9.22e-03  1.22e-02 -4.86e-03  9.11e-03 -1.73e-02  3.25e-03 -2.90e-02
## 321   2.54e-03  1.57e-03  1.43e-03 -3.99e-03 -4.17e-04 -1.84e-03  7.32e-03
## 322   4.61e-03  2.07e-03  4.06e-03 -1.20e-02  4.99e-03  1.04e-02  1.94e-02
## 323  -7.66e-03 -8.63e-03  8.99e-03  1.17e-02 -5.28e-03 -1.61e-02 -2.28e-02
## 324  -2.83e-03 -3.01e-03  2.74e-03  3.45e-03  1.89e-04 -2.79e-03 -6.16e-03
## 325  -1.47e-03  1.52e-03 -6.56e-04  1.34e-03 -1.40e-03  5.16e-04 -3.50e-03
## 326   1.24e-02 -1.47e-02  6.22e-03 -1.02e-02  1.23e-02 -5.66e-03  3.20e-02
## 327   1.00e-02 -5.57e-02  1.81e-02 -1.28e-02  1.29e-01 -1.02e-02  1.59e-01
## 328   1.16e-03 -1.12e-03 -1.21e-03  6.58e-04 -1.14e-03  3.44e-04  2.43e-03
## 329  -8.03e-03 -1.24e-03  7.87e-03  4.16e-03 -1.62e-03 -2.12e-03 -1.14e-02
## 330  -1.17e-01  1.50e-01  2.87e-02  8.02e-02 -8.68e-02 -1.44e-02  2.12e-01
## 331   3.62e-02 -2.00e-02 -3.56e-02 -1.54e-02  3.02e-03  2.01e-02 -5.14e-02
## 332   2.16e-02 -2.96e-02  6.18e-03 -7.28e-03 -2.73e-03 -1.26e-02  4.30e-02
## 333   1.75e-02 -1.90e-02  2.55e-02 -5.16e-02  3.15e-02  1.97e-02 -7.00e-02
## 334   1.23e-02 -4.10e-03 -2.65e-02  8.03e-03 -1.97e-02  4.53e-02  6.85e-02
## 335   3.68e-02 -3.26e-02 -1.53e-02  1.24e-02 -3.55e-02 -1.11e-01 -1.34e-01
## 336   1.05e-02 -1.07e-02 -1.20e-02  9.16e-03 -8.07e-03 -5.63e-03  2.25e-02
## 337  -1.76e-02 -2.27e-02  1.93e-02  1.63e-02 -3.10e-03  8.16e-03 -3.83e-02
## 338  -1.62e-03  1.34e-02  1.69e-03 -3.81e-03 -3.87e-03 -6.54e-03  1.66e-02
## 339   3.78e-04  2.59e-04  3.00e-04 -7.99e-04  6.50e-04 -3.17e-04  1.53e-03
## 340   2.65e-03  1.42e-02  3.06e-03 -1.30e-02  4.47e-03 -3.73e-03  2.24e-02
## 341  -4.98e-03  4.10e-03  4.24e-03  1.76e-03 -1.18e-03 -7.51e-03 -1.02e-02
## 342   3.88e-03 -2.44e-02  9.59e-03  1.21e-02  1.11e-02 -2.74e-02  5.15e-02
## 343   6.36e-03  8.79e-03 -7.86e-03 -6.62e-03  5.56e-03 -2.73e-03  1.58e-02
## 344   2.54e-02 -4.00e-02  7.95e-03 -9.93e-03  5.04e-03 -6.09e-03  5.24e-02
## 345   8.37e-04 -3.65e-03 -8.92e-04  1.80e-03 -4.27e-03  2.46e-03 -7.37e-03
## 346   2.68e-03 -1.74e-03 -1.21e-03 -1.14e-03 -2.09e-05 -1.42e-04  2.96e-03
## 347   2.67e-03  8.16e-04 -3.07e-03 -1.26e-03  1.82e-03 -1.01e-02 -1.48e-02
## 348   4.27e-03  5.01e-02 -1.01e-02 -4.70e-02  3.86e-02  1.07e-02 -7.37e-02
## 349  -9.02e-02  1.57e-01  2.70e-02  6.14e-02 -1.10e-01 -7.10e-02  2.14e-01
## 350   9.58e-03  2.35e-03 -7.92e-03 -4.30e-03 -2.38e-03 -3.80e-03  1.33e-02
## 351  -2.78e-03  4.30e-02 -8.93e-03 -3.58e-02  2.63e-02  3.15e-02 -6.45e-02
## 352  -5.40e-03 -5.45e-03 -7.53e-03  1.03e-02 -5.11e-03  1.16e-02 -3.17e-02
## 353   7.47e-02 -9.79e-02 -1.13e-01  9.49e-02 -7.58e-02 -2.28e-02  1.86e-01
## 354   3.57e-04 -2.40e-04 -2.00e-03  1.11e-03 -7.09e-04 -3.30e-03 -7.11e-03
## 355   8.96e-05  6.15e-04 -1.18e-03  6.62e-04  1.03e-04 -1.35e-03 -2.09e-03
## 356   3.08e-03  1.67e-03  1.42e-03 -5.65e-03  2.31e-03 -1.12e-03  8.27e-03
## 357  -7.56e-03  9.29e-03  3.37e-03  7.52e-03 -1.20e-02 -3.83e-03  1.88e-02
## 358  -1.45e-03  1.38e-03 -2.93e-04  1.06e-03  1.20e-04  7.79e-05 -2.30e-03
## 359  -1.06e-02  3.18e-02  4.96e-03 -3.87e-03 -1.43e-02  3.14e-03  3.93e-02
## 360  -2.35e-03  9.03e-03  2.59e-03 -7.41e-03  1.05e-02  6.73e-03  1.75e-02
## 361   2.44e-02 -9.39e-03 -5.32e-03 -3.53e-02  2.24e-02  1.83e-02 -4.21e-02
## 362   2.16e-02 -3.51e-02 -1.16e-02 -6.06e-03  4.77e-03  2.66e-03 -5.23e-02
## 363   9.79e-03 -2.27e-03 -4.91e-03 -6.09e-03 -5.64e-04 -6.92e-04  1.05e-02
## 364  -5.44e-04 -1.26e-03 -1.85e-03 -7.18e-04  5.71e-03  4.40e-03 -8.97e-03
## 365   6.61e-04  3.14e-04 -7.54e-03  7.81e-03  6.94e-04 -2.95e-02 -3.84e-02
## 366   1.40e-02 -6.38e-03 -1.24e-02 -1.03e-02  1.10e-02  7.01e-03 -2.05e-02
## 367  -5.97e-03  7.35e-04  5.20e-03  1.03e-02 -2.79e-03 -1.30e-02  2.15e-02
## 368  -1.35e-02 -3.88e-03  5.58e-03  1.91e-02 -1.13e-02  1.07e-02  3.13e-02
## 369  -1.28e-05  2.31e-03 -8.86e-04 -1.71e-03  9.05e-04  9.86e-04 -3.80e-03
## 370   4.74e-04 -6.01e-03 -1.48e-03  8.89e-04  4.25e-03  5.53e-03 -1.02e-02
## 371   8.27e-03  4.20e-03  2.67e-03 -1.20e-02 -4.66e-03 -2.75e-03  1.90e-02
## 372  -1.19e-02 -1.24e-03 -6.52e-03  3.41e-02 -5.67e-03 -5.91e-02 -6.61e-02
## 373  -1.53e-03  7.99e-03  2.80e-03 -8.01e-03 -3.08e-03  2.09e-02  2.60e-02
## 374  -6.51e-04  4.87e-04 -2.40e-04  5.23e-04  5.15e-05  2.44e-04 -1.25e-03
## 375   8.25e-04  6.38e-03  1.42e-03 -5.00e-03  9.55e-04 -2.10e-03  9.70e-03
## 376  -1.14e-02 -4.42e-03  5.32e-03  1.19e-02 -5.10e-03  2.36e-02  3.53e-02
## 377  -6.36e-03  3.67e-02  3.06e-02 -5.07e-02  1.38e-02 -1.05e-03 -7.49e-02
## 378   5.39e-04 -1.40e-03 -6.19e-03 -8.82e-05  1.27e-02 -6.90e-03 -2.49e-02
## 379  -7.00e-03 -2.67e-05  6.64e-03  6.49e-03 -2.04e-03 -1.43e-02 -1.71e-02
## 380  -7.64e-02 -1.39e-02  2.26e-02  1.38e-01 -6.89e-02 -6.41e-02  1.52e-01
## 381  -2.83e-03  8.03e-03  9.89e-03 -7.93e-03 -3.08e-05 -2.02e-03  1.64e-02
## 382  -5.29e-03  9.32e-03 -1.99e-03 -4.40e-04  4.86e-03  3.01e-03 -1.30e-02
## 383  -7.80e-03  9.95e-03 -2.05e-03  3.63e-03 -4.40e-04  3.74e-03 -1.47e-02
## 384   1.62e-03  8.36e-04  5.61e-04 -2.41e-03 -7.33e-04 -5.79e-04  3.76e-03
## 385   1.00e-03 -2.93e-03  1.16e-03  3.41e-04  1.40e-03 -1.72e-03  5.36e-03
## 386  -8.15e-03 -7.93e-04 -5.42e-03  2.33e-02  1.99e-03 -4.55e-02 -5.21e-02
## 387  -4.12e-02 -5.29e-03  5.24e-02  2.26e-02 -8.39e-02  1.34e-02 -1.14e-01
## 388  -1.31e-03  1.28e-02 -4.24e-03 -4.06e-04  5.02e-04 -1.99e-02 -2.69e-02
## 389   2.33e-02 -2.94e-02 -1.04e-02 -1.65e-02  1.74e-02  7.33e-03 -4.94e-02
## 390   4.69e-05  1.23e-04 -1.15e-04  3.09e-05 -1.22e-04 -6.76e-05  2.36e-04
## 391  -3.53e-03 -4.74e-04  2.61e-03 -1.19e-03  2.39e-02 -2.21e-03  2.75e-02
## 392   4.51e-03  9.90e-04 -6.09e-03 -4.56e-03  1.45e-02 -1.74e-02 -3.17e-02
## 393  -1.70e-03 -9.81e-02 -7.70e-02  1.74e-01 -8.68e-02 -1.67e-02  2.25e-01
## 394  -4.84e-04  4.83e-03  1.62e-03 -6.04e-03  1.63e-04  1.31e-02  1.56e-02
## 395  -4.42e-02  1.28e-02  4.44e-02  1.40e-02 -2.15e-02  2.88e-03 -5.56e-02
## 396   1.54e-02  5.53e-03 -1.29e-02 -1.31e-02  1.93e-02 -5.01e-02 -7.38e-02
## 397   1.54e-02 -1.73e-02 -6.53e-03 -9.89e-03  9.79e-03 -2.73e-03 -3.13e-02
## 398   6.72e-03 -4.08e-03  2.09e-03 -6.31e-03  1.30e-04 -1.61e-03  1.19e-02
## 399   1.96e-02 -5.80e-02 -8.14e-03  2.10e-02 -2.93e-02 -6.44e-03 -7.21e-02
## 400  -8.85e-03  1.10e-02 -5.10e-03  2.16e-03  6.34e-03  8.06e-03 -2.36e-02
## 401   2.86e-02 -1.12e-01  1.86e-02 -3.46e-03  1.28e-01 -5.96e-03  1.84e-01
## 402  -5.93e-03 -8.04e-03 -1.72e-02  2.39e-02 -3.32e-03  3.24e-02  5.52e-02
## 403   5.50e-03  5.36e-03  5.53e-03 -5.96e-03 -5.61e-03 -1.65e-02  2.81e-02
## 404  -1.31e-03  1.42e-04  1.16e-03  1.92e-03  5.65e-04 -2.68e-03  4.89e-03
## 405  -7.03e-03  5.76e-03 -2.57e-03  7.43e-03 -6.35e-03  1.36e-03 -1.49e-02
## 406   4.17e-03  1.48e-03  1.71e-03 -8.33e-03 -6.91e-04  7.08e-03  1.20e-02
## 407   3.82e-03  6.25e-04 -1.30e-03 -6.89e-03  3.62e-03  3.36e-03 -7.86e-03
## 408  -1.47e-02  2.72e-02  2.64e-02 -3.62e-02  3.05e-02  9.07e-03 -6.06e-02
## 409   6.13e-02 -7.07e-02 -1.49e-01  1.34e-01 -6.33e-02 -5.85e-02  2.20e-01
## 410   2.23e-03  1.56e-02 -5.90e-03 -1.60e-02  1.00e-02  8.37e-03 -2.75e-02
## 411   4.03e-03  2.75e-03  3.53e-03 -7.06e-03 -1.36e-03 -1.06e-03  1.46e-02
## 412   5.07e-03 -6.68e-03 -3.38e-02  1.45e-02  4.25e-02  1.26e-02  6.55e-02
## 413  -5.92e-03  1.95e-03  2.99e-02 -2.84e-02 -2.02e-03  1.60e-02 -5.27e-02
## 414   2.82e-02 -1.68e-02 -2.82e-02 -1.55e-02  1.18e-02  2.41e-02 -4.46e-02
## 415  -2.77e-03  3.12e-03 -6.42e-04  1.80e-03 -1.67e-04  2.55e-04 -4.67e-03
## 416  -1.28e-02  7.49e-03  1.07e-02 -4.71e-03  1.00e-02  1.20e-02 -2.25e-02
## 417  -1.67e-03  1.77e-02 -7.73e-03 -1.88e-02  2.60e-02  1.97e-02 -4.15e-02
## 418  -3.09e-02  5.58e-02  1.53e-02 -1.10e-02  9.79e-02 -4.41e-02  1.44e-01
## 419   5.71e-03  9.56e-04 -5.88e-03 -2.21e-03 -8.04e-04 -1.02e-03  7.07e-03
## 420  -3.85e-02 -3.91e-03  4.29e-02  1.73e-02 -2.30e-03 -1.32e-02 -5.00e-02
## 421   5.54e-03  5.72e-02  1.27e-02 -4.88e-02  3.04e-02 -1.56e-02  9.13e-02
## 422   1.17e-02 -2.32e-02 -1.83e-02  1.39e-02  4.00e-03 -1.04e-02 -3.56e-02
## 423   3.92e-03 -4.06e-03  1.39e-02 -1.14e-02 -3.59e-03 -1.27e-03  2.31e-02
## 424   5.07e-04  2.81e-02  6.36e-03 -1.65e-02  7.79e-03 -1.88e-02  4.50e-02
## 425  -2.69e-02 -1.27e-02 -4.38e-02  1.24e-01 -8.45e-02 -4.30e-02  1.47e-01
## 426  -2.05e-02  1.39e-02  5.03e-03  1.00e-02  4.43e-02 -1.62e-02  6.14e-02
## 427  -3.07e-02 -7.39e-03  2.66e-02  1.83e-02 -1.81e-02  1.69e-02 -4.92e-02
## 428   7.86e-02  1.52e-02 -5.65e-02 -6.39e-02 -3.17e-02 -1.02e-03 -1.09e-01
## 429   9.43e-03  2.65e-02 -8.76e-03 -2.69e-02  1.25e-02 -1.23e-02 -4.73e-02
## 430   9.11e-02 -1.15e-02 -1.92e-01  6.40e-02 -5.73e-02  6.86e-02  2.45e-01
## 431   1.71e-04 -1.25e-03 -2.01e-03 -1.64e-03  3.26e-03  6.94e-03 -9.59e-03
## 432   5.09e-02 -2.06e-02 -1.31e-02 -5.62e-02  4.65e-02 -2.66e-02 -9.55e-02
## 433   4.70e-03 -2.63e-02 -7.24e-03  1.33e-02 -3.04e-03 -4.13e-03 -3.72e-02
## 434  -1.29e-02 -1.07e-03  6.44e-03  2.50e-02 -2.01e-02 -1.44e-02  3.33e-02
## 435   1.71e-03 -4.03e-02  3.92e-02 -1.16e-02  2.61e-02 -2.22e-03  6.81e-02
## 436   1.25e-03 -9.43e-02  8.34e-02 -3.62e-02  2.92e-02  1.02e-01  1.66e-01
## 437  -1.63e-02  3.46e-02 -6.34e-03  1.09e-02 -2.02e-03 -3.60e-02 -5.27e-02
## 438  -4.92e-03  8.61e-03 -1.83e-03 -5.16e-04  3.26e-03  4.61e-03 -1.23e-02
## 439   5.36e-04  4.69e-04  1.99e-03 -3.06e-03  2.36e-03  4.17e-03  7.95e-03
## 440   1.28e-02  9.50e-03  1.50e-02 -1.82e-02 -3.44e-02  5.70e-03  6.70e-02
## 441   6.73e-03 -1.14e-03  9.73e-03 -3.02e-02  1.55e-03  7.76e-02  8.57e-02
## 442   3.50e-03  3.03e-02 -1.12e-02 -2.66e-02  2.81e-02 -6.03e-03 -5.55e-02
## 443   1.29e-02  2.71e-02 -2.58e-02 -6.08e-03  9.24e-03 -1.50e-02  4.76e-02
## 444   1.16e-02 -1.19e-02  2.35e-03 -1.12e-02  3.60e-04  1.11e-02  2.11e-02
## 445   5.22e-02 -6.46e-02 -1.17e-02 -3.56e-02  9.11e-03  2.88e-02 -8.86e-02
## 446  -8.86e-02  7.64e-02  1.62e-02  7.63e-02 -1.35e-02 -2.97e-02  1.29e-01
## 447  -3.47e-03  3.49e-02 -1.02e-02  1.23e-02 -4.52e-02 -6.15e-02 -8.31e-02
## 448  -6.49e-03  2.55e-03 -8.91e-03  4.07e-02 -4.06e-02 -8.48e-02 -9.27e-02
## 449  -7.82e-04 -1.32e-03  2.46e-03 -8.81e-03  2.12e-02  1.86e-02  2.70e-02
## 450  -9.48e-03  4.57e-02 -8.85e-03 -1.82e-02  1.33e-03  1.54e-02 -5.57e-02
## 451   4.87e-04 -1.02e-02  9.67e-03 -2.81e-03  1.24e-03  4.99e-03  1.60e-02
## 452  -1.53e-03 -1.39e-04  3.53e-03 -2.14e-03 -4.91e-04  2.73e-03 -5.95e-03
## 453   3.74e-02  4.69e-04 -4.10e-02 -3.17e-02  1.14e-02  3.40e-02 -6.16e-02
## 454  -9.24e-03 -1.08e-02  8.66e-03  9.00e-03 -1.63e-03  5.97e-03 -1.92e-02
## 455   2.24e-04 -9.63e-05 -8.57e-04  4.41e-04  1.27e-04 -3.58e-04 -1.16e-03
## 456  -3.40e-02  1.62e-01  2.26e-02 -7.18e-02  6.04e-03  4.11e-02  1.91e-01
## 457   5.70e-02  1.39e-03 -4.54e-02 -6.55e-02  2.35e-02  1.20e-01  1.37e-01
## 458   1.02e-02  4.82e-03  2.64e-03 -1.49e-02 -5.09e-03 -2.02e-03  2.18e-02
## 459  -1.40e-02  1.37e-03  1.51e-02  2.93e-02 -4.82e-02 -1.04e-02  6.63e-02
## 460   2.85e-03 -4.11e-03 -1.35e-03 -1.55e-03  4.31e-04  2.06e-03 -6.44e-03
## 461   1.03e-02 -7.63e-03  3.44e-03 -1.13e-02 -5.15e-03  1.27e-02  2.33e-02
## 462   1.60e-05 -4.98e-04 -9.33e-04 -3.61e-04  1.24e-03  2.04e-03 -3.70e-03
## 463   2.03e-03 -1.07e-02 -2.74e-03  4.27e-03 -4.15e-03  5.10e-03 -1.62e-02
## 464   7.42e-03  1.27e-03 -7.68e-03 -2.50e-03 -2.13e-03 -1.59e-03  9.44e-03
## 465  -5.53e-03  1.33e-04  9.84e-03 -4.70e-04 -4.77e-04  2.87e-03  1.17e-02
## 466   2.27e-02 -5.56e-02 -2.62e-02  3.62e-02 -2.60e-02  1.42e-02  7.89e-02
## 467  -3.10e-02  6.76e-02  1.04e-02 -4.24e-02  7.94e-02  7.38e-02  1.29e-01
## 468  -6.41e-03  1.64e-02  4.60e-03 -4.81e-04  2.14e-03 -1.06e-02  2.48e-02
## 469   2.64e-02  4.22e-02 -1.33e-02 -6.13e-02  3.48e-03  1.08e-02 -8.02e-02
## 470  -1.86e-04 -6.77e-03 -2.05e-03  9.01e-03 -1.30e-03 -1.51e-02 -1.89e-02
## 471   1.28e-03  7.92e-04  5.56e-04 -1.62e-03 -1.05e-03 -1.48e-03  3.61e-03
## 472  -7.16e-03  2.62e-03  1.28e-02  1.65e-02 -3.87e-02 -6.00e-03  5.42e-02
## 473  -4.13e-04 -7.29e-04  7.93e-04  4.48e-04 -1.10e-04 -9.51e-04 -1.64e-03
## 474  -2.77e-02  2.02e-02  7.10e-03  1.85e-03  8.78e-02 -8.28e-03  1.04e-01
## 475  -4.99e-03 -2.58e-03 -1.93e-03  8.48e-03 -1.43e-03  1.51e-03 -1.19e-02
## 476   5.21e-04 -1.09e-02  2.87e-02 -1.31e-02 -8.70e-04 -4.78e-03  4.03e-02
## 477   2.18e-04 -1.20e-04  6.76e-05 -1.71e-04 -1.32e-04 -7.57e-05  4.08e-04
## 478  -9.59e-03 -2.53e-03  3.41e-03  3.40e-03  4.20e-02 -2.98e-03  4.86e-02
## 479  -2.15e-02  2.57e-02 -5.14e-03  1.46e-02 -6.22e-03  1.43e-03 -3.76e-02
## 480  -4.11e-03 -2.12e-03 -1.58e-03  6.97e-03 -1.17e-03  1.24e-03 -9.80e-03
## 481   7.95e-03 -1.08e-02 -1.47e-02  3.07e-03  8.32e-03  6.52e-03 -2.30e-02
## 482  -5.31e-03  1.07e-02 -4.58e-03 -1.37e-03  2.74e-03  7.76e-03 -2.00e-02
## 483   8.84e-03  6.32e-03 -1.24e-02 -3.11e-03 -2.41e-03 -1.42e-03  1.53e-02
## 484  -4.21e-03  1.01e-02 -4.00e-03  2.52e-04  5.34e-03 -6.11e-03 -1.80e-02
## 485   2.76e-03 -3.54e-03 -5.33e-03  3.28e-03 -1.05e-03 -2.28e-03 -7.88e-03
## 486  -9.25e-03 -1.15e-02  9.25e-03  7.62e-03  1.53e-03  7.47e-03 -2.02e-02
## 487   2.56e-02  2.33e-03 -3.29e-02  8.45e-04 -1.73e-02  1.21e-02  5.15e-02
## 488   8.31e-04  4.44e-03  1.60e-02 -1.35e-02 -4.78e-03 -2.54e-03  2.62e-02
## 489   2.20e-02 -2.87e-02 -9.29e-03 -1.48e-02 -2.82e-03  2.53e-02 -5.08e-02
## 490   5.04e-03  7.63e-02 -8.34e-02  5.88e-02 -9.53e-02 -1.38e-03  1.77e-01
## 491  -1.82e-02  2.53e-02  1.36e-02 -1.08e-02  1.59e-02  8.55e-04 -3.60e-02
## 492   1.78e-02 -3.01e-02 -5.02e-03 -5.02e-03  1.79e-03  3.61e-03 -3.58e-02
## 493   4.11e-02  4.48e-02 -1.41e-01  4.35e-02 -4.24e-02  6.59e-02  1.96e-01
## 494   7.65e-03 -3.74e-03 -7.41e-03 -3.68e-03  4.69e-03  9.59e-05 -1.09e-02
## 495  -2.18e-03 -4.69e-03 -8.03e-03  4.55e-03 -3.12e-03  1.42e-02 -3.16e-02
## 496  -3.81e-03  5.25e-03 -1.11e-03  1.09e-03  1.06e-03  2.37e-03 -7.69e-03
## 497   1.33e-02 -1.26e-02  2.68e-03 -9.64e-03 -1.10e-03 -7.11e-04  2.10e-02
## 498  -1.71e-01  8.39e-02  1.66e-01  8.24e-02 -1.05e-01 -2.15e-03  2.45e-01
## 499   8.76e-03 -8.80e-03  1.93e-03 -4.84e-03 -2.65e-03 -3.50e-03  1.50e-02
## 500  -3.88e-03  2.23e-02  5.65e-03 -2.36e-03 -8.57e-03 -2.06e-02  3.58e-02
## 501   9.15e-03  1.44e-02 -1.26e-02 -5.79e-03 -1.50e-03 -7.32e-03  2.38e-02
## 502  -2.20e-03 -2.09e-03 -2.37e-03  1.70e-03  6.59e-03  4.91e-03 -1.19e-02
## 503   4.23e-02  7.80e-02 -5.83e-02 -4.15e-02 -3.09e-02 -5.17e-02 -1.27e-01
## 504  -9.47e-03 -5.70e-02  2.92e-02  1.74e-02 -1.20e-02  1.64e-02 -7.21e-02
## 505   1.14e-02 -1.06e-02 -4.08e-03 -1.46e-02  1.67e-02  1.06e-02 -2.56e-02
## 506  -1.54e-03 -9.36e-04 -7.97e-04  2.20e-03  1.01e-03  1.12e-03 -4.34e-03
## 507  -1.67e-03  1.94e-03  5.21e-03  1.02e-03  5.48e-03 -9.83e-03  2.11e-02
## 508   1.43e-02 -5.83e-03 -9.29e-03 -4.79e-03  3.85e-04 -3.17e-03  1.62e-02
## 509   4.08e-03 -1.95e-02 -4.85e-03  1.36e-02 -2.83e-02  5.42e-03 -4.09e-02
## 510   4.86e-03  3.96e-04 -5.90e-03 -2.33e-03  3.06e-03  1.27e-03  7.10e-03
## 511  -9.30e-03  2.70e-03  6.60e-03  7.30e-03 -1.99e-03 -3.77e-03  1.12e-02
## 512   7.08e-03 -2.35e-02  9.86e-03  1.08e-02 -1.97e-02 -9.85e-03  4.29e-02
## 513  -1.65e-03 -1.18e-02 -2.58e-03  7.03e-03  3.35e-03  8.13e-03 -1.90e-02
## 514  -5.60e-03  5.06e-03 -1.11e-03  3.93e-03  1.49e-03  4.26e-04 -8.91e-03
## 515  -3.93e-03 -4.58e-03 -7.10e-03  9.85e-03 -1.19e-02  1.02e-02 -3.15e-02
## 516   7.27e-04 -3.74e-03 -6.73e-03 -7.34e-03  2.21e-02  1.73e-02 -3.28e-02
## 517   4.67e-05 -2.18e-04 -9.91e-04  7.78e-04  1.10e-04 -6.67e-05 -1.47e-03
## 518   1.03e-02  6.62e-03  4.91e-03 -1.33e-02 -7.19e-03 -1.31e-02  3.03e-02
## 519   8.37e-03 -1.74e-02 -4.98e-03 -5.55e-03  5.35e-03  1.96e-02 -3.00e-02
## 520  -2.67e-03 -2.76e-02 -6.15e-03  2.36e-02 -1.47e-02  7.55e-03 -4.40e-02
## 521  -1.70e-03 -1.56e-02  3.07e-03  1.44e-02 -9.60e-03 -2.98e-03  2.20e-02
## 522   2.81e-03 -3.84e-03  7.74e-04 -1.41e-03  2.95e-04 -5.00e-04  5.25e-03
## 523  -1.16e-04  5.33e-04 -2.18e-04 -2.94e-04  6.00e-04  3.20e-05 -1.02e-03
## 524   1.91e-02  1.52e-01 -2.57e-02 -9.62e-02 -1.10e-01  4.28e-02 -2.38e-01
## 525  -1.40e-02  2.86e-03  2.94e-02 -2.44e-03  1.66e-03 -9.74e-03  3.61e-02
## 526   5.90e-03 -3.95e-03  1.51e-03 -9.76e-03  1.63e-03  1.48e-02  1.73e-02
## 527   2.18e-02 -4.63e-02 -1.27e-02  2.12e-02 -8.86e-02  1.60e-02 -1.17e-01
## 528  -5.91e-03 -1.23e-03  5.62e-03  3.05e-03 -3.03e-03  2.05e-03 -9.08e-03
## 529   6.02e-03  1.04e-02 -3.57e-03 -1.70e-02  9.42e-03  4.23e-03 -2.13e-02
## 530   2.91e-03  8.77e-03 -8.29e-03  1.51e-03  2.19e-04 -9.12e-03  1.67e-02
## 531   1.44e-02 -1.06e-02  4.90e-03 -1.51e-02  1.00e-02 -2.59e-03  2.84e-02
## 532   2.27e-02 -3.17e-02  1.28e-02 -1.93e-02  1.00e-02  1.55e-02  5.71e-02
## 533   2.55e-02 -2.04e-02 -8.07e-03 -2.70e-02  1.25e-02  1.82e-02 -4.43e-02
## 534   1.81e-03 -3.38e-03 -1.09e-03  3.03e-03 -7.47e-03 -4.63e-03 -9.79e-03
## 535  -5.26e-02 -1.05e-02  1.73e-02  9.02e-02 -4.55e-02 -2.76e-02  1.02e-01
## 536   1.87e-02  5.25e-02 -6.17e-02 -3.43e-02  1.27e-01  2.53e-02  1.62e-01
## 537   6.30e-02 -1.54e-02 -1.35e-02 -7.31e-02  4.57e-02 -3.34e-02 -1.11e-01
## 538   5.00e-02 -1.79e-02 -3.02e-02 -2.73e-02  1.81e-02 -4.42e-03  5.71e-02
## 539  -1.53e-02 -1.48e-04  1.60e-02 -1.04e-02  1.22e-01 -1.55e-02  1.43e-01
## 540   3.71e-02 -2.07e-02 -1.12e-02 -3.38e-02  3.12e-02 -3.00e-02 -7.55e-02
## 541  -2.53e-02  2.29e-02 -8.32e-03  4.17e-02 -2.22e-02 -6.05e-02 -7.41e-02
## 542   3.66e-03 -2.70e-03  8.95e-03 -3.05e-02  2.33e-02  7.70e-02  8.26e-02
## 543  -2.04e-02  4.13e-04  3.30e-02  6.65e-03 -1.88e-02  4.87e-03  4.32e-02
## 544   1.45e-02  7.28e-04 -8.74e-03 -2.63e-02  1.78e-02  1.63e-02 -3.80e-02
## 545  -1.02e-03  9.01e-04  2.83e-03  1.70e-03 -7.34e-03 -7.50e-03 -1.05e-02
## 546  -4.22e-03 -1.16e-02  6.26e-03  1.06e-02 -4.94e-03 -1.13e-02 -1.93e-02
## 547  -6.90e-04 -5.73e-04 -6.01e-04  6.63e-04  1.61e-03  1.18e-03 -3.10e-03
## 548   1.06e-02  2.73e-03 -9.76e-03 -1.22e-02  2.07e-02 -2.64e-02 -4.96e-02
## 549  -2.89e-03 -1.63e-04  2.00e-03  5.48e-03 -6.05e-03 -1.81e-03  9.03e-03
## 550   1.93e-03 -3.79e-03  1.53e-03 -5.60e-04 -7.94e-04  1.05e-03  6.30e-03
## 551  -2.83e-03  8.05e-03 -8.79e-03  4.76e-03  3.73e-04  6.66e-04 -1.50e-02
## 552  -2.01e-02  1.34e-03  2.84e-02  9.25e-03 -8.75e-03 -3.05e-02 -4.33e-02
## 553   9.47e-04  1.08e-03  2.61e-03 -3.85e-03 -3.32e-04 -2.98e-03 -7.16e-03
## 554  -2.75e-02  4.31e-02  2.37e-02 -2.88e-02  2.03e-02  2.96e-02 -6.58e-02
## 555   2.72e-02  1.67e-03 -2.69e-02 -2.23e-02  1.09e-02  2.88e-02  4.26e-02
## 556  -2.56e-03 -2.06e-03 -2.16e-03  2.83e-03  4.69e-03  4.03e-03 -1.07e-02
## 557   4.70e-02  7.45e-03 -1.53e-02 -9.02e-02  6.27e-02  4.45e-02 -1.04e-01
## 558  -7.35e-03  6.66e-03  1.02e-02  6.73e-04 -6.42e-03 -3.19e-03  1.50e-02
## 559   5.72e-04 -8.24e-03 -1.99e-03  4.86e-03 -3.69e-03  3.22e-03 -1.26e-02
## 560  -1.32e-02 -2.54e-02  3.14e-02  4.72e-03  9.67e-03 -1.24e-02 -4.64e-02
## 561  -6.16e-03  2.26e-02  3.37e-03 -3.07e-03 -1.18e-02 -1.92e-03  2.79e-02
## 562   1.44e-02 -4.64e-03 -1.11e-02 -1.94e-03 -2.52e-02  2.18e-03 -3.19e-02
## 563  -1.93e-02 -3.08e-02  2.81e-02  1.60e-02 -1.34e-02  1.31e-02 -5.35e-02
## 564   3.98e-02 -2.80e-02 -1.90e-02 -1.57e-02  4.28e-03 -2.26e-03  4.50e-02
## 565   3.32e-03  8.88e-03 -3.35e-03 -1.33e-02  3.96e-03  1.24e-02 -2.01e-02
## 566   1.24e-02 -1.32e-02  2.83e-03 -7.24e-03 -3.37e-03 -1.79e-03  2.09e-02
## 567   5.12e-03  1.33e-02 -4.51e-03 -1.55e-02  7.60e-03 -1.38e-03 -2.35e-02
## 568   4.54e-04  1.24e-03  2.09e-03 -3.62e-04 -1.44e-03 -4.15e-03  8.16e-03
## 569  -9.74e-02 -2.56e-02  3.01e-02  1.52e-01 -6.98e-02  1.05e-02  1.85e-01
## 570  -1.65e-03  5.19e-03  1.41e-03 -1.00e-03  1.67e-03 -2.94e-03  7.91e-03
## 571   3.78e-02 -2.13e-02 -9.42e-03 -5.61e-02  3.67e-02  4.89e-02 -7.53e-02
## 572   8.47e-03 -6.01e-03  2.88e-03 -8.15e-03 -3.07e-03  3.95e-03  1.60e-02
## 573  -1.18e-02 -1.81e-03  9.23e-03  1.07e-02 -5.66e-03 -7.79e-03 -1.69e-02
## 574   1.51e-02  2.11e-03 -1.02e-02 -1.56e-02  2.86e-03  1.62e-02  2.41e-02
## 575   2.81e-03 -1.32e-02 -3.63e-03  2.68e-03  5.62e-03  4.26e-03 -1.90e-02
## 576   4.80e-02 -1.80e-02 -1.25e-02 -3.80e-02  1.66e-02 -5.99e-02 -9.99e-02
## 577   7.19e-03 -9.92e-03  2.10e-03 -2.06e-03 -1.99e-03 -4.47e-03  1.45e-02
## 578  -2.60e-02  3.34e-02  1.92e-02 -1.49e-02  1.05e-02  2.05e-02 -4.91e-02
## 579   9.69e-03 -2.59e-02 -8.25e-03  2.85e-02 -4.65e-02 -4.56e-02 -7.19e-02
## 580   1.70e-03 -7.95e-03 -2.11e-03  1.45e-03  1.65e-03  4.84e-03 -1.16e-02
## 581  -7.00e-03 -1.49e-02  1.34e-02 -7.06e-04  9.79e-03  1.10e-02 -2.66e-02
## 582   1.65e-04  1.04e-04  1.49e-04 -2.70e-04 -2.50e-04  9.60e-05  6.65e-04
## 583   3.55e-05  1.96e-02 -7.55e-03 -1.53e-02  2.55e-03  1.59e-02 -3.50e-02
## 584   4.18e-03 -8.17e-03  3.15e-03 -2.62e-03 -2.95e-03  9.10e-03  1.62e-02
## 585   2.51e-02 -4.32e-04 -4.87e-02 -1.03e-02  1.14e-01 -1.08e-02  1.38e-01
## 586   4.82e-04  2.68e-04  1.91e-04 -6.41e-04 -4.85e-04 -2.67e-04  1.26e-03
## 587   3.55e-03  2.02e-03  1.53e-03 -4.82e-03 -3.23e-03 -2.14e-03  9.44e-03
## 588   6.17e-02 -2.83e-02 -1.72e-02 -4.84e-02  2.37e-02 -6.79e-02 -1.24e-01
## 589  -6.48e-02 -1.61e-02  2.62e-02  9.92e-02 -5.97e-02  2.09e-02  1.39e-01
## 590  -3.35e-03  3.23e-03 -1.63e-03  9.68e-04  4.09e-03  2.74e-03 -8.56e-03
## 591  -2.23e-02  6.05e-03  5.15e-02 -1.32e-02  2.77e-02 -2.28e-02  7.41e-02
## 592   4.92e-04  2.45e-04  7.87e-04 -1.36e-03 -7.20e-04  2.33e-03  3.79e-03
## 593   1.14e-02 -2.22e-02 -2.17e-02  8.38e-03  5.50e-02 -6.08e-03  7.23e-02
## 594   6.17e-04 -1.64e-03 -3.05e-03 -1.39e-03 -1.04e-03  9.75e-03 -1.43e-02
## 595  -1.78e-02  1.64e-02 -7.18e-03  1.77e-02 -1.65e-02  4.74e-03 -3.99e-02
## 596  -5.85e-03  1.61e-03  1.14e-03  1.17e-03  1.36e-02  6.93e-03  1.71e-02
## 597   4.61e-03 -1.67e-02 -4.91e-03  1.97e-03  1.18e-02  1.06e-03 -2.59e-02
## 598  -1.35e-04  1.45e-02 -4.51e-03 -6.55e-04  1.28e-03 -2.95e-02 -3.62e-02
## 599   5.94e-03  6.12e-03 -5.66e-03 -7.60e-03 -7.77e-04  7.79e-03  1.40e-02
## 600   1.74e-04 -1.86e-03 -9.33e-03  5.08e-03  5.20e-03 -1.41e-02 -3.36e-02
## 601  -2.89e-03 -2.17e-03 -3.11e-03  8.52e-03 -1.34e-02  2.52e-03 -1.92e-02
## 602   2.55e-03 -4.00e-03 -1.49e-03 -4.83e-04  3.80e-03 -4.13e-03 -9.04e-03
## 603   3.40e-02  5.07e-03 -2.79e-02 -2.08e-02 -1.75e-02  2.58e-02  5.61e-02
## 604   1.81e-02  1.22e-04 -9.54e-03 -4.03e-02  3.95e-02  3.28e-02 -5.76e-02
## 605  -1.02e-02 -1.02e-03  2.38e-02 -1.59e-02  6.16e-04  1.94e-02 -4.00e-02
## 606   4.52e-03  7.14e-04 -6.68e-03  2.40e-03 -3.96e-03 -2.98e-03  1.03e-02
## 607   4.61e-03 -2.09e-02 -5.58e-03  2.70e-03  7.40e-03  1.34e-02 -3.11e-02
## 608   2.11e-02  1.53e-03 -2.02e-02 -1.88e-02  4.48e-03  1.32e-02 -3.07e-02
## 609  -1.08e-02  8.99e-02  3.87e-02 -8.63e-02  1.02e-02 -7.72e-04 -1.32e-01
## 610  -9.00e-03 -7.97e-02  2.68e-02  4.37e-02 -3.21e-02  7.84e-02  1.49e-01
## 611   6.70e-02 -9.04e-02  1.76e-02 -4.32e-02  3.55e-02 -4.99e-03  1.28e-01
## 612  -2.09e-02  2.13e-03  4.25e-02 -7.65e-03  6.26e-03  6.01e-03  5.01e-02
## 613  -1.52e-04 -1.12e-03 -2.48e-04  9.38e-04 -3.20e-04  3.35e-04 -1.73e-03
## 614  -2.02e-03  6.64e-04  2.28e-03 -3.33e-04  7.20e-04  1.05e-03 -2.85e-03
## 615  -1.64e-02  1.09e-02 -5.23e-03  1.72e-02 -8.49e-03  2.74e-03 -3.05e-02
## 616  -2.95e-03 -7.84e-04  2.25e-03  1.22e-03  1.95e-03  1.25e-03 -4.40e-03
## 617  -9.80e-03  2.01e-02 -2.76e-02  2.11e-02  4.03e-02 -1.10e-02  7.28e-02
## 618  -7.33e-03  3.54e-03  1.64e-02 -6.39e-04  2.01e-04 -3.65e-02 -4.56e-02
## 619  -1.39e-02  1.03e-02  6.27e-03  9.56e-03 -2.89e-03 -1.38e-02 -2.02e-02
## 620  -2.55e-03 -3.17e-03 -4.88e-03  5.72e-03 -5.34e-03  7.53e-03 -2.05e-02
## 621  -3.34e-02  3.82e-02  2.23e-02 -7.40e-03  4.28e-03  1.17e-02 -5.16e-02
## 622  -3.01e-02  2.04e-02  2.60e-02  1.05e-02 -4.36e-02  4.02e-03 -6.12e-02
## 623  -1.12e-03 -1.69e-03  1.51e-03  8.11e-04  2.83e-04  3.43e-04 -2.76e-03
## 624  -1.45e-02 -1.36e-02  1.44e-02  2.42e-02 -7.66e-03 -3.70e-02 -4.58e-02
## 625  -7.49e-03 -1.29e-02  3.87e-03  1.56e-02 -5.89e-03  1.10e-02  2.68e-02
## 626  -1.45e-02 -2.58e-03  8.48e-03  2.15e-02 -1.35e-02  3.03e-03  3.50e-02
## 627  -1.64e-03  9.19e-04  1.15e-03  7.56e-04 -1.49e-04 -1.27e-03 -2.26e-03
## 628  -4.14e-02  2.19e-02  1.06e-02  4.44e-02 -9.22e-03 -1.44e-02  6.22e-02
## 629  -4.85e-03  1.18e-02  3.80e-03  3.61e-04 -1.07e-02  2.61e-03  2.06e-02
## 630   4.88e-03 -4.09e-03  1.98e-03 -3.51e-03 -6.89e-04 -2.24e-03  9.88e-03
## 631   5.06e-02 -1.06e-02 -4.03e-02 -3.13e-02  2.98e-03  3.08e-02  6.02e-02
## 632   8.41e-04 -2.32e-02  2.45e-02 -2.41e-02  2.55e-02  1.96e-02 -5.29e-02
## 633  -6.50e-03  5.82e-02 -1.12e-02 -2.61e-02  2.37e-02 -2.00e-02 -7.51e-02
## 634   2.04e-03 -3.97e-03 -7.09e-03 -8.33e-03  1.23e-02  2.52e-02 -3.41e-02
## 635   5.26e-03 -6.32e-03  1.30e-03 -3.11e-03  1.59e-04 -6.76e-04  9.16e-03
## 636   1.02e-03  1.52e-03  3.32e-03 -7.04e-03  1.87e-02 -2.73e-03  2.35e-02
## 637  -2.03e-02 -3.84e-02  3.60e-02  1.25e-02 -1.43e-02  1.96e-02 -6.69e-02
## 638  -1.84e-03 -3.14e-03 -3.77e-03 -3.30e-04  8.64e-03  1.27e-02 -1.94e-02
## 639   1.17e-03 -4.47e-03  4.77e-03 -2.07e-03  3.58e-05 -4.79e-04  7.93e-03
## 640   2.77e-02  3.65e-03 -1.12e-02 -5.14e-02  3.29e-02  2.70e-02 -6.22e-02
## 641   1.69e-03 -1.13e-03 -7.93e-04 -5.95e-04  8.63e-06 -4.10e-04  1.95e-03
## 642   4.45e-04 -6.06e-04  2.53e-04 -3.11e-04  4.59e-04 -2.60e-04  1.26e-03
## 643   3.23e-03 -2.00e-03 -4.42e-03 -1.04e-02  1.49e-02  1.75e-02 -2.45e-02
## 644  -3.87e-03 -2.57e-04  9.11e-03 -7.08e-03  5.47e-03  5.21e-03 -1.51e-02
## 645   2.61e-05 -2.40e-02 -6.12e-03  1.78e-02 -1.78e-03 -5.29e-03 -3.52e-02
## 646  -6.16e-03 -1.85e-03 -3.86e-03  1.48e-02  3.23e-04 -1.92e-02 -2.59e-02
## 647  -3.12e-02 -7.66e-03  1.07e-02  5.18e-02 -3.60e-02  2.66e-03  6.62e-02
## 648   2.02e-03  1.72e-03  5.97e-03 -1.29e-02  2.25e-02  8.80e-03  3.10e-02
## 649  -6.83e-03  2.44e-02 -8.83e-03  1.14e-03  2.77e-03 -2.42e-02 -4.31e-02
## 650  -2.79e-02  1.26e-02  7.06e-03  2.05e-02  9.22e-03  1.73e-02  4.65e-02
## 651  -4.34e-03  5.34e-04  1.07e-02 -6.65e-03  4.85e-03 -2.25e-03 -1.74e-02
## 652   1.26e-02  2.50e-02 -9.36e-03 -4.37e-02  1.72e-02  3.69e-02 -5.98e-02
## 653   5.55e-04 -2.18e-03  8.49e-04  5.58e-04  9.08e-04 -1.36e-03  3.93e-03
## 654  -1.46e-02  9.74e-03  3.56e-03  2.47e-03  4.29e-02 -4.62e-03  5.15e-02
## 655   1.82e-03  1.72e-03 -5.13e-03  5.87e-03 -1.21e-03 -3.13e-02 -3.57e-02
## 656   8.94e-03  1.83e-02 -3.77e-02  3.19e-03  7.25e-03 -5.06e-03 -4.85e-02
## 657  -1.12e-03 -8.68e-04  1.68e-03  1.54e-04  6.60e-04  5.66e-04 -2.16e-03
## 658  -2.06e-02  3.24e-02 -6.06e-03  1.70e-02 -3.36e-03 -3.11e-02 -4.97e-02
## 659   1.07e-02  3.86e-02 -1.43e-02 -4.68e-02  1.15e-02  3.54e-02 -7.40e-02
## 660   1.36e-03  1.24e-02  2.83e-03 -7.85e-03 -3.11e-03 -5.20e-03  1.88e-02
## 661  -6.08e-03  1.28e-01  4.92e-02 -1.21e-01  6.67e-02 -8.82e-02 -2.24e-01
## 662   1.44e-02  7.76e-04 -1.78e-02 -9.75e-03  1.23e-02 -4.93e-04 -2.48e-02
## 663   8.83e-03  2.34e-03 -5.11e-03 -7.27e-03 -1.28e-03 -1.03e-03  1.12e-02
## 664   2.29e-02 -1.37e-02 -9.85e-03 -9.85e-03 -4.18e-03 -1.52e-03  2.54e-02
## 665  -2.41e-02  2.82e-02  1.67e-02  1.76e-04 -2.18e-02  9.46e-03 -4.53e-02
## 666   5.99e-03 -2.16e-02  2.33e-02 -3.47e-02  2.97e-02  3.13e-02 -5.95e-02
## 667   7.15e-03 -1.84e-02  2.08e-02 -1.02e-02 -3.66e-03 -6.72e-03  3.67e-02
## 668  -7.97e-03 -3.11e-02  3.42e-02 -3.59e-03  1.69e-03 -1.00e-02 -5.90e-02
## 669  -5.58e-03 -2.11e-03 -3.26e-03  1.16e-02  2.64e-03 -1.18e-02 -1.97e-02
## 670  -3.90e-02  7.82e-04  5.78e-02  3.26e-03  1.16e-02 -3.66e-02 -7.57e-02
## 671  -8.39e-04 -5.75e-04 -5.23e-04  9.93e-04  1.29e-03  9.15e-04 -2.87e-03
## 672  -4.02e-04 -2.73e-03 -4.41e-03 -3.28e-03  1.41e-02  1.09e-02 -2.14e-02
## 673   2.78e-04  1.18e-02 -3.85e-03 -2.94e-03  1.37e-03 -1.68e-02 -2.41e-02
## 674   2.05e-03 -1.45e-02 -4.02e-03  5.56e-03  6.61e-03 -6.81e-04 -2.15e-02
## 675  -8.49e-03 -1.70e-03  2.23e-03  1.50e-02 -6.45e-03 -6.68e-03  1.62e-02
## 676   2.21e-02 -2.84e-02 -4.16e-02  2.21e-02 -5.76e-03 -7.34e-03 -5.93e-02
## 677  -4.66e-02  3.32e-02  4.58e-02 -1.05e-03 -9.81e-03  7.11e-03 -6.16e-02
## 678  -2.73e-02  6.79e-02  5.91e-02 -1.26e-02 -1.62e-01 -4.92e-02 -2.05e-01
## 679   8.23e-03 -2.43e-02  2.90e-02 -4.02e-02  4.50e-02  7.61e-03 -7.36e-02
## 680   1.38e-02 -6.53e-03 -9.71e-03 -4.45e-03  4.32e-03 -2.95e-03  1.70e-02
## 681   3.12e-03 -9.44e-03 -2.71e-03  9.64e-04  1.98e-03  3.19e-03 -1.33e-02
## 682  -4.41e-03  2.74e-03  1.03e-02 -4.17e-03  3.88e-02 -1.49e-02  5.77e-02
## 683  -5.80e-03 -1.79e-03 -6.35e-03  1.63e-02  3.09e-03 -2.81e-02 -3.76e-02
## 684   9.82e-04 -6.00e-04  3.30e-04 -7.00e-04 -6.82e-04 -4.08e-04  1.92e-03
## 685   8.13e-03  3.89e-02 -3.80e-02  2.37e-02 -4.56e-02 -2.71e-02  8.14e-02
## 686  -5.67e-05 -3.14e-05 -2.67e-05  9.95e-05 -2.73e-05  2.45e-05 -1.50e-04
## 687   1.27e-02  8.08e-04 -1.34e-02  3.82e-03 -7.20e-02  1.04e-03 -8.91e-02
## 688   1.09e-02 -3.99e-02 -1.16e-02  2.76e-02 -3.24e-02 -2.64e-02 -6.94e-02
## 689   8.67e-04  2.71e-03  9.35e-03 -8.60e-03 -2.55e-03 -1.26e-03  1.57e-02
## 690   1.20e-02  5.92e-03  3.58e-03 -1.78e-02 -5.77e-03 -3.22e-03  2.67e-02
## 691   1.01e-02  1.51e-03 -1.20e-02 -2.64e-03  1.86e-03 -3.97e-03  1.41e-02
## 692   9.72e-03 -1.54e-02 -6.15e-03  3.16e-03  1.21e-02 -3.23e-02 -4.63e-02
## 693  -6.56e-03  7.78e-03  1.11e-02 -3.57e-03  1.07e-03 -3.62e-03  1.59e-02
## 694   5.70e-03 -1.60e-02  2.83e-03 -1.01e-03  1.27e-02 -1.57e-03  2.28e-02
## 695   1.78e-03  4.05e-03  5.33e-03  4.47e-04 -7.40e-03 -1.75e-02  2.57e-02
## 696   2.08e-02  1.39e-02 -3.45e-02 -1.38e-02  2.03e-02  1.65e-02  4.61e-02
## 697  -1.53e-02  2.70e-02  2.77e-02 -3.32e-02  3.74e-03  2.46e-02 -5.91e-02
## 698  -3.93e-03 -3.06e-03 -3.21e-03  4.88e-03  5.29e-03  5.64e-03 -1.54e-02
## 699   2.67e-05 -8.32e-04 -1.56e-03 -6.02e-04  2.07e-03  3.41e-03 -6.17e-03
## 700   6.04e-03 -6.42e-02 -5.51e-02  1.07e-01 -1.91e-02 -4.27e-02  1.43e-01
## 701   6.89e-02  1.57e-02 -1.88e-02 -1.23e-01  8.24e-02  2.56e-02 -1.40e-01
## 702  -1.55e-02 -1.33e-02  1.69e-02  1.03e-02  1.29e-02  1.16e-02  3.24e-02
## 703  -8.19e-04 -5.47e-03  1.09e-02 -6.70e-03  4.40e-03  8.72e-03  1.69e-02
## 704   1.64e-04 -9.19e-05 -2.66e-04 -3.85e-04  4.44e-04  6.62e-04 -1.09e-03
## 705  -1.38e-04  7.79e-04  2.34e-04 -8.35e-04  7.11e-04  1.20e-03  1.76e-03
## 706  -8.89e-03  2.00e-02  2.96e-03  2.51e-03 -2.28e-03 -1.29e-02  2.53e-02
## 707   3.46e-02  1.31e-03 -6.04e-02  3.04e-02 -6.03e-02  1.05e-02  1.08e-01
## 708   9.91e-02 -4.35e-02 -8.68e-02 -3.12e-02 -7.21e-02  3.73e-02 -1.53e-01
## 709   3.35e-03 -1.11e-02 -3.34e-03  4.96e-03 -1.50e-03 -5.52e-03 -1.70e-02
## 710  -5.92e-03  7.37e-03 -3.64e-03 -6.85e-04  7.40e-03  1.07e-02 -1.94e-02
## 711   1.37e-02  1.59e-02  2.47e-02 -3.42e-02  4.11e-02 -3.52e-02  1.09e-01
## 712  -3.87e-03 -1.31e-03 -2.63e-03  8.22e-03  4.42e-03 -1.17e-02 -1.76e-02
## 713  -7.86e-03  1.76e-02 -3.50e-03 -3.36e-04  4.48e-03 -2.58e-03 -2.14e-02
## 714   3.55e-02 -3.31e-02 -1.29e-02 -3.33e-02  2.57e-02  1.34e-02 -6.50e-02
## 715   2.24e-02 -7.93e-02 -5.98e-02  5.59e-02 -1.53e-02  1.27e-01  1.94e-01
## 716  -4.76e-04  3.10e-03  7.98e-04 -8.73e-04 -5.19e-04 -1.75e-03  4.51e-03
## 717  -7.44e-02 -2.40e-03  1.06e-01 -3.05e-03  1.01e-01 -1.63e-03  1.64e-01
## 718  -4.08e-03 -1.17e-02 -3.19e-03  2.14e-02 -1.79e-03 -3.04e-02 -3.75e-02
## 719   1.17e-02  3.52e-02 -1.27e-02 -4.38e-02  5.73e-03  3.16e-02 -6.80e-02
## 720   1.58e-02  3.52e-02 -1.25e-02 -5.04e-02  8.45e-03  3.32e-02 -7.10e-02
## 721  -8.25e-03 -3.76e-03 -6.38e-03  1.87e-02 -1.58e-03 -1.54e-02 -3.06e-02
## 722  -2.35e-02 -5.14e-03  9.02e-03  3.13e-02  7.90e-03 -5.49e-03  4.58e-02
## 723  -1.77e-02  2.45e-02  1.38e-02 -1.51e-02  1.54e-02  1.72e-02 -3.86e-02
## 724  -3.66e-03 -1.45e-02  4.52e-03  8.90e-03  1.40e-03  1.38e-02  2.61e-02
## 725   1.24e-02 -1.40e-02  2.92e-03 -7.55e-03 -8.02e-04 -1.51e-03  2.10e-02
## 726  -6.91e-03 -5.67e-03  1.16e-02  2.09e-04  2.73e-03  3.92e-03 -1.43e-02
## 727  -1.56e-03  2.93e-03 -6.01e-04 -2.65e-05  6.82e-04  7.91e-04 -3.77e-03
## 728   3.50e-03 -1.10e-03  7.41e-04 -3.61e-03 -1.31e-03 -3.69e-04  5.79e-03
## 729   6.32e-03  2.44e-03 -2.14e-03 -6.49e-03 -1.65e-03 -9.45e-03 -1.54e-02
## 730   9.17e-03  1.58e-02 -1.54e-02 -1.04e-02  2.04e-02 -4.83e-03  3.42e-02
## 731   7.32e-02 -3.13e-02 -5.01e-02 -1.91e-02  1.16e-02 -3.51e-02  9.30e-02
## 732   9.32e-03  4.59e-03  2.77e-03 -1.38e-02 -4.48e-03 -2.50e-03  2.07e-02
## 733  -2.41e-03 -2.53e-03 -2.61e-03  1.75e-03  5.39e-03  8.28e-03 -1.38e-02
## 734   5.30e-03 -3.54e-03  1.69e-03 -5.56e-03  2.75e-03 -8.87e-04  9.88e-03
## 735  -2.16e-03  1.34e-03  9.52e-04  1.00e-03 -2.27e-05  7.43e-05 -2.36e-03
## 736   1.65e-02  1.80e-03 -7.08e-03 -3.24e-02  2.63e-02  1.77e-02 -4.11e-02
## 737   5.93e-03 -4.05e-03 -1.92e-03 -4.65e-04 -7.68e-03 -9.55e-03 -1.53e-02
## 738   4.25e-05  1.05e-02 -3.68e-03 -4.80e-03  6.96e-03 -1.08e-02 -2.07e-02
## 739   5.25e-03 -2.05e-02  3.41e-03 -6.35e-04  2.35e-02 -1.10e-03  3.39e-02
## 740   1.73e-03  1.29e-02  2.85e-03 -7.09e-03 -5.31e-03 -9.27e-03  2.12e-02
## 741  -2.92e-03 -6.79e-04  3.49e-03 -7.10e-04  2.52e-03  2.67e-03 -5.89e-03
## 742  -8.57e-02 -9.59e-02  1.54e-01  6.20e-02 -8.29e-02  8.81e-02  2.44e-01
## 743   3.48e-02  6.79e-03 -1.38e-02 -6.23e-02  5.22e-02  8.39e-03 -8.08e-02
## 744  -4.56e-02 -1.01e-02  1.17e-02  7.92e-02 -3.69e-02 -2.49e-02  8.50e-02
## 745   1.38e-03 -6.16e-04 -1.63e-03  8.53e-05 -5.07e-04  5.41e-04  2.06e-03
## 746   4.34e-02 -1.85e-02 -9.97e-03 -5.19e-02  1.65e-02  1.76e-02 -6.50e-02
## 747   2.17e-02 -1.20e-01  2.00e-02  1.14e-02  1.29e-01 -1.14e-02  1.95e-01
## 748  -3.43e-03  7.60e-03  2.84e-03 -3.55e-03 -4.97e-03  1.59e-02  2.20e-02
## 749   6.91e-03 -5.36e-03  2.07e-03 -1.06e-02  9.81e-04  1.66e-02  2.01e-02
## 750  -6.24e-03 -4.46e-02  6.56e-03  1.71e-02  7.10e-02 -3.95e-03  9.48e-02
## 751  -1.46e-02 -2.42e-03  9.49e-03  1.43e-02  1.62e-02  8.95e-04  3.99e-02
## 752   3.87e-02  5.48e-03 -1.38e-02 -5.30e-02 -4.29e-02  5.07e-02 -1.04e-01
## 753   1.43e-02 -5.19e-02 -1.33e-02  3.09e-02 -7.46e-02  1.66e-02 -1.09e-01
## 754   2.68e-04 -7.06e-05 -5.11e-04  6.57e-04 -3.78e-03  4.26e-04 -4.42e-03
## 755  -1.59e-02  1.64e-02  1.00e-02 -4.78e-03  8.82e-03  1.02e-02 -2.57e-02
## 756  -7.57e-02 -6.96e-02  1.11e-01  6.44e-02  4.11e-04 -4.04e-03  1.55e-01
## 757  -1.85e-03 -2.18e-02 -6.60e-03  3.92e-02 -2.23e-02 -6.43e-02 -7.47e-02
## 758   9.82e-03  1.68e-02 -1.56e-02 -9.38e-03  1.75e-02 -1.08e-02  3.51e-02
## 759   8.24e-03 -2.02e-02 -3.65e-02  4.34e-02 -1.62e-02 -1.18e-02  6.12e-02
## 760   3.72e-02 -3.55e-02 -1.29e-02 -4.20e-02  2.69e-02  4.34e-02 -7.58e-02
## 761   3.58e-02  7.68e-03 -1.13e-02 -4.94e-02 -1.90e-02  2.03e-02 -7.17e-02
## 762  -1.31e-03 -1.40e-05  1.47e-03  5.70e-04  7.81e-04 -2.28e-03 -3.35e-03
## 763  -9.88e-03 -2.93e-03 -4.25e-03  2.19e-02 -1.47e-03 -2.36e-02 -3.27e-02
## 764   3.13e-03 -1.28e-02 -3.53e-03 -1.04e-03  1.19e-02  9.87e-03 -2.18e-02
## 765  -1.46e-02  2.19e-02 -4.69e-03  2.23e-03  1.05e-02  6.13e-03 -3.14e-02
## 766   8.50e-03 -1.74e-02 -5.59e-03 -3.92e-03  1.52e-02  3.24e-03 -2.87e-02
## 767  -3.13e-02  6.49e-02 -7.94e-02  1.11e-01 -3.64e-02 -6.72e-02  1.80e-01
## 768  -7.64e-03 -9.67e-04  1.01e-02 -1.04e-03  4.56e-03 -4.13e-06 -1.46e-02
## 769   7.70e-03  1.24e-03 -1.41e-02  7.82e-03 -3.86e-03 -1.15e-02  2.30e-02
## 770  -1.67e-02  2.14e-02 -4.38e-03  8.77e-03  5.17e-05  2.81e-03 -3.01e-02
## 771  -8.15e-02  6.27e-02  3.17e-02  3.11e-02 -5.89e-02  1.78e-01  2.53e-01
## 772   5.51e-04 -2.30e-04 -1.36e-04 -4.94e-04  3.88e-05 -2.59e-04 -8.69e-04
## 773   6.44e-02  1.21e-02 -1.83e-02 -1.16e-01  5.73e-02  5.33e-02 -1.27e-01
## 774   1.88e-03  1.74e-02 -9.04e-03 -4.21e-03  7.82e-03 -7.85e-03  2.42e-02
## 775  -5.58e-02 -9.14e-02  6.87e-02  6.95e-02 -5.36e-04  4.91e-02  1.47e-01
## 776  -1.69e-02 -2.98e-03  1.27e-02  2.67e-02 -3.72e-02  1.63e-02  6.18e-02
## 777   5.02e-03  2.43e-03  1.46e-03 -7.67e-03 -1.52e-03 -1.13e-03  1.09e-02
## 778   2.07e-03  5.53e-04 -1.24e-03 -1.56e-03 -5.58e-04 -3.45e-04  2.68e-03
## 779   4.51e-02 -3.72e-02 -1.69e-02  2.01e-02 -8.95e-02 -1.17e-01 -1.60e-01
## 780   1.37e-01 -3.67e-02 -1.13e-01 -3.31e-02 -3.08e-02 -1.39e-01 -2.20e-01
## 781   4.11e-02 -1.57e-02 -2.56e-02 -2.18e-02  1.85e-02 -3.78e-03  4.86e-02
## 782   1.44e-03 -9.70e-04  4.88e-04 -1.26e-03 -3.80e-05 -4.36e-04  2.65e-03
## 783   5.08e-02  1.34e-02 -4.47e-02 -1.83e-02 -4.97e-03 -3.74e-02  7.83e-02
## 784   1.83e-03  3.18e-02 -1.18e-02 -2.40e-02 -6.20e-03  2.37e-02 -5.73e-02
## 785  -1.28e-02  1.66e-02  9.59e-03 -4.29e-04 -1.64e-02  5.08e-03 -2.84e-02
## 786  -7.20e-03  1.23e-02  4.05e-03 -2.87e-03  8.54e-03  6.64e-03  2.15e-02
## 787  -1.39e-03  2.70e-02  3.31e-03 -1.22e-02 -5.58e-03 -7.20e-03  3.27e-02
## 788  -1.19e-02 -3.80e-02  7.38e-03  4.65e-02 -2.42e-02 -1.11e-02  5.96e-02
## 789   5.05e-03 -3.14e-03 -2.37e-02  1.64e-02 -7.86e-03 -7.49e-03 -3.24e-02
## 790  -1.04e-05  2.62e-02 -6.55e-03  1.42e-02 -5.28e-02 -6.08e-02 -8.02e-02
## 791   3.09e-03  2.24e-03  5.56e-03 -7.16e-03 -6.75e-03  9.24e-03  2.30e-02
## 792  -1.20e-04  5.11e-03  8.36e-03  2.24e-03 -5.12e-04 -2.67e-02  3.88e-02
## 793   2.70e-03 -2.47e-02 -5.99e-03  1.63e-02 -2.14e-02  8.20e-03 -4.22e-02
## 794  -1.65e-02  6.29e-03  1.04e-02  5.36e-03  2.53e-03  3.94e-03 -1.88e-02
## 795   3.05e-02 -3.29e-02 -1.98e-02  6.97e-03 -4.86e-03 -1.77e-02  4.78e-02
## 796  -7.91e-03  1.84e-02  5.63e-03  5.34e-03 -1.91e-02 -1.03e-02  3.18e-02
## 797  -2.67e-03  9.85e-03 -1.04e-02  5.29e-03 -2.19e-03  5.54e-04 -1.75e-02
## 798   2.55e-03  6.71e-04 -1.85e-03 -1.32e-03 -1.23e-03 -8.83e-04  3.56e-03
## 799  -2.78e-03 -2.16e-03 -5.28e-03  5.75e-03  9.10e-03 -8.05e-03 -2.26e-02
## 800  -2.15e-03 -4.14e-02  1.33e-02  9.89e-03  9.01e-02 -2.90e-02  1.23e-01
## 801  -3.98e-04 -2.97e-04 -2.90e-04  4.33e-04  7.44e-04  5.38e-04 -1.54e-03
## 802   1.81e-02 -1.10e-02 -5.16e-03 -2.46e-02  2.40e-02  1.04e-02 -3.54e-02
## 803   1.65e-04  4.52e-04  5.91e-04  2.69e-04 -1.42e-03 -2.04e-03  3.02e-03
## 804   1.42e-03 -6.35e-03 -1.84e-03  7.25e-04  6.06e-03  6.14e-04 -1.07e-02
## 805  -2.04e-02  6.20e-02 -7.14e-02  9.59e-02 -6.28e-02 -6.33e-02  1.62e-01
## 806   3.11e-02 -3.09e-02 -1.06e-02 -1.92e-02 -2.78e-02  2.69e-02 -6.96e-02
## 807  -1.91e-03  9.04e-04  5.17e-04  1.44e-03 -1.30e-04  1.67e-03  3.43e-03
## 808  -8.82e-03  1.85e-02  5.28e-03  4.91e-03 -2.85e-03 -2.03e-02  3.17e-02
## 809  -3.40e-03 -2.41e-02 -5.90e-03  2.70e-02 -9.15e-03 -1.65e-02 -4.11e-02
## 810   2.79e-02  7.08e-03 -2.21e-02 -1.76e-02  9.85e-03 -1.40e-02  4.07e-02
## 811  -7.06e-04 -1.15e-01  2.04e-02  5.86e-02  2.91e-02  4.89e-03  1.42e-01
## 812   2.62e-03 -1.25e-02  4.44e-03  4.56e-04 -7.88e-03  1.95e-02  2.88e-02
## 813  -5.11e-03 -2.81e-03  4.74e-03 -1.18e-03  5.85e-03  2.80e-02  3.27e-02
## 814  -2.68e-04 -8.59e-04  1.95e-03 -6.90e-03  1.46e-02  1.43e-02  1.97e-02
## 815  -7.00e-02  2.65e-04  1.04e-01 -9.37e-03  1.18e-01 -2.03e-02  1.79e-01
## 816  -6.53e-04  1.48e-03 -1.66e-03  1.02e-03  3.22e-04  1.24e-04 -2.95e-03
## 817  -2.60e-03  4.02e-04  3.39e-03  1.85e-03 -6.68e-04 -8.09e-03 -9.45e-03
## 818  -7.50e-04  2.50e-03  6.90e-04 -9.73e-04  1.46e-03 -3.92e-04  3.82e-03
## 819  -9.58e-04 -1.29e-03 -1.42e-03  1.37e-04  3.82e-03  4.78e-03 -7.67e-03
## 820  -7.18e-03  3.91e-03  6.04e-03  8.60e-04  3.39e-04  1.77e-03 -8.26e-03
## 821  -8.31e-04  2.11e-03 -9.07e-04 -7.50e-04  1.10e-03  1.72e-03 -4.02e-03
## 822  -2.72e-02  1.71e-02  8.31e-03  1.71e-02  2.74e-03  2.16e-02  4.89e-02
## 823  -4.09e-03  2.49e-03  3.29e-03 -3.32e-04  1.89e-03  8.52e-04 -5.68e-03
## 824  -1.07e-02 -2.79e-03  8.94e-03  5.16e-03 -8.04e-04  6.75e-03 -1.58e-02
## 825   4.83e-03  3.98e-04 -3.95e-03 -8.63e-03  1.23e-02 -9.96e-04 -1.81e-02
## 826  -1.00e-02  8.39e-03  5.37e-03  3.23e-03 -3.82e-03  6.60e-04 -1.27e-02
## 827   3.05e-02 -2.53e-03 -4.79e-02 -1.14e-02  7.01e-03  2.15e-02 -5.92e-02
## 828  -2.21e-03 -1.56e-03 -1.52e-03  2.93e-03  2.32e-03  2.50e-03 -7.58e-03
## 829   1.42e-02 -1.16e-02  2.58e-03 -1.07e-02 -4.19e-03 -6.60e-04  2.21e-02
## 830  -5.63e-03  3.23e-02  8.20e-03 -3.43e-03 -1.24e-02 -3.00e-02  5.20e-02
## 831   2.83e-03 -3.88e-03 -1.37e-03 -2.60e-03  4.75e-03  1.41e-03 -7.49e-03
## 832  -6.14e-03 -1.54e-03  5.69e-03  1.15e-03  4.06e-03  3.65e-03 -9.90e-03
## 833  -3.31e-03  1.05e-02 -3.53e-03  4.04e-03 -2.68e-03 -1.89e-02 -2.36e-02
## 834  -3.79e-03 -2.40e-03 -2.19e-03  5.61e-03  1.86e-03  3.09e-03 -1.12e-02
## 835   4.52e-03 -4.90e-03 -2.90e-03  6.16e-04 -4.32e-04 -1.40e-03  6.65e-03
## 836  -4.17e-03 -3.39e-03  6.96e-03  3.01e-04  1.15e-03  2.24e-03 -8.48e-03
## 837   3.18e-02 -1.81e-02 -2.70e-02 -8.14e-03  1.05e-02 -9.68e-04  3.73e-02
## 838   7.51e-03  1.15e-02 -1.61e-02 -2.06e-02  3.49e-02  4.26e-02  5.61e-02
## 839   9.63e-03  5.84e-04 -2.01e-02  1.82e-03  3.61e-02 -1.46e-02  5.17e-02
## 840   3.34e-02 -1.74e-02 -3.68e-02  1.27e-03  5.41e-04 -3.19e-02 -5.84e-02
## 841   6.73e-03 -3.50e-02 -1.07e-02  3.29e-02 -1.96e-02 -5.09e-02 -7.44e-02
## 842  -4.61e-03 -9.50e-04 -1.51e-03  1.11e-02 -2.91e-03 -1.37e-02 -1.64e-02
## 843  -2.10e-03  1.70e-03  1.10e-03  2.16e-04  8.00e-04  4.80e-04 -2.68e-03
## 844  -2.88e-04 -1.22e-03 -2.56e-04  1.22e-03 -4.20e-04  2.78e-04 -1.97e-03
## 845   1.64e-03  1.12e-03  1.30e-03 -3.47e-03  2.82e-03 -1.38e-03  6.64e-03
## 846  -5.46e-03  2.77e-03  7.32e-03 -2.38e-03  3.29e-03  5.29e-04 -9.17e-03
## 847  -2.52e-02  3.47e-03  4.97e-02 -2.94e-03 -6.18e-04 -6.48e-03  5.81e-02
## 848  -1.60e-03 -3.07e-03 -4.68e-03  5.38e-03 -1.38e-02  1.22e-02 -2.70e-02
## 849   1.87e-02 -1.72e-02 -2.57e-02 -2.92e-03  1.51e-02  1.38e-02 -3.85e-02
## 850  -7.56e-03  2.56e-03  1.56e-02 -1.88e-03  3.66e-03 -2.84e-02 -3.85e-02
## 851  -4.53e-03  9.55e-03 -2.03e-03 -1.81e-03  5.36e-03  3.48e-03 -1.31e-02
## 852  -1.31e-01  5.06e-02  2.99e-02  1.63e-01 -8.37e-02 -3.07e-02  2.03e-01
## 853  -2.26e-02  3.50e-02 -6.70e-03  1.25e-02 -1.52e-02  2.77e-03 -4.78e-02
## 854   1.35e-02 -4.63e-03  2.98e-03 -1.39e-02 -4.00e-03 -1.49e-03  2.21e-02
## 855  -4.27e-03  1.35e-03  1.65e-02 -1.63e-02  1.46e-02 -8.30e-04 -3.11e-02
## 856  -1.09e-02 -1.65e-03  1.42e-02  2.95e-03 -1.40e-02  5.83e-03 -2.54e-02
## 857   2.26e-02  5.98e-03 -1.30e-02 -1.86e-02 -3.26e-03 -2.64e-03  2.86e-02
## 858   2.83e-02 -2.95e-02 -1.04e-02 -3.05e-02  2.06e-02  3.41e-02 -5.99e-02
## 859  -5.69e-02 -8.17e-02  2.66e-02  1.39e-01 -4.43e-02 -3.17e-02  1.66e-01
## 860  -2.50e-02  2.10e-02  1.36e-02  2.42e-03  2.70e-03  9.84e-03 -3.24e-02
## 861   6.52e-03  1.91e-02  3.80e-03 -1.52e-02 -1.12e-02 -1.15e-02  3.41e-02
## 862  -5.66e-03 -4.28e-03  3.82e-03 -1.09e-02  4.45e-02  3.44e-02  5.42e-02
## 863   1.45e-02  2.71e-04 -8.61e-03 -3.18e-02  3.64e-02  2.00e-02 -4.82e-02
## 864  -1.24e-03 -2.04e-03 -3.06e-03  1.10e-03  3.32e-03  6.06e-03 -1.24e-02
## 865  -4.56e-02  2.60e-02  6.12e-02 -1.20e-02  2.10e-02 -2.69e-02 -8.18e-02
## 866  -1.39e-03 -8.88e-03 -2.54e-03  1.35e-02 -2.38e-03 -1.98e-02 -2.49e-02
## 867   3.84e-03 -5.94e-03 -2.16e-03 -1.97e-03  7.13e-03 -3.03e-03 -1.25e-02
## 868  -8.15e-02 -1.08e-02  3.09e-02  1.58e-01 -1.20e-01 -8.27e-02  1.92e-01
## 869  -1.22e-03 -9.97e-03 -2.24e-03  7.32e-03 -1.52e-04  3.59e-03 -1.50e-02
## 870  -2.95e-02 -9.51e-02  3.21e-02  9.35e-02 -5.66e-02  4.53e-02  1.72e-01
## 871  -5.42e-03  2.22e-02  6.29e-03 -8.97e-03  1.72e-03  2.70e-03  3.11e-02
## 872   1.18e-02 -2.21e-03 -1.02e-02 -3.69e-03 -2.38e-03 -1.48e-03  1.29e-02
## 873  -1.36e-02 -2.78e-03  1.38e-02  5.93e-03 -6.89e-03  5.57e-03 -2.18e-02
## 874   9.01e-03 -2.68e-02 -7.44e-03  7.32e-04  3.74e-03  1.79e-02 -3.98e-02
## 875  -1.52e-02 -2.01e-02  1.76e-02  1.58e-02 -1.04e-02  6.11e-03 -3.54e-02
## 876   4.27e-02 -4.79e-02 -1.54e-02 -7.36e-03 -9.01e-02  2.90e-02 -1.32e-01
## 877   7.60e-03  3.69e-03  2.22e-03 -1.16e-02 -2.30e-03 -1.71e-03  1.65e-02
## 878   3.60e-06 -2.25e-05  2.51e-05 -2.60e-05  1.56e-05  1.91e-05 -5.18e-05
## 879   1.49e-02 -1.41e-02 -1.34e-02  7.27e-04  3.07e-03 -1.05e-02 -2.50e-02
## 880   9.02e-02 -3.03e-02 -1.72e-02 -1.26e-01  2.77e-02  9.04e-02 -1.53e-01
## 881  -1.29e-03 -1.81e-03 -2.43e-03  3.89e-04  6.07e-03  5.30e-03 -1.13e-02
## 882  -5.97e-03  8.25e-03 -3.15e-03  6.82e-03 -5.16e-03 -8.40e-03 -1.63e-02
## 883  -1.04e-03  3.50e-03  9.56e-03 -5.06e-04 -1.11e-03 -7.66e-03  3.14e-02
## 884  -6.34e-03 -7.56e-03 -1.04e-02  1.88e-02 -3.91e-02  2.48e-02 -6.58e-02
## 885   5.09e-03  5.64e-04 -7.92e-03  3.87e-04  4.12e-04 -7.35e-03 -1.20e-02
## 886   4.90e-03  2.09e-02  4.33e-03 -1.58e-02 -4.44e-03 -1.27e-02  3.43e-02
## 887  -6.69e-03 -5.26e-03 -5.47e-03  1.32e-02 -1.33e-02  1.29e-02 -3.20e-02
## 888  -6.38e-02  1.12e-01  1.94e-02  3.61e-02 -7.33e-02 -2.70e-02  1.49e-01
## 889   2.10e-02 -1.41e-02 -1.67e-02 -1.06e-02  2.01e-02  1.47e-02  3.45e-02
## 890  -2.87e-02 -6.63e-03  2.14e-02  2.22e-02 -1.23e-02  4.46e-03 -3.86e-02
## 891   3.02e-03  6.25e-03 -2.33e-02  1.32e-02 -6.26e-03  9.36e-03  3.41e-02
## 892  -3.04e-03  9.58e-02 -1.81e-02 -5.98e-02 -3.51e-03  3.66e-02 -1.23e-01
## 893   5.68e-04  1.77e-03  6.13e-03 -5.64e-03 -1.67e-03 -8.23e-04  1.03e-02
## 894   6.19e-04  4.82e-04  5.07e-04 -7.69e-04 -8.33e-04 -8.89e-04  2.43e-03
## 895  -6.43e-02 -1.45e-02  1.99e-02  9.79e-02 -1.10e-02 -2.45e-02  1.15e-01
## 896   2.31e-02 -1.09e-02 -1.64e-02 -4.70e-03 -6.72e-04 -6.90e-03  2.79e-02
## 897   1.47e-03  1.14e-03  1.44e-03 -3.22e-03  2.88e-03 -1.71e-03  7.00e-03
## 898   6.10e-02  1.65e-02 -1.60e-02 -9.57e-02  3.63e-02 -4.96e-04 -1.10e-01
## 899  -4.16e-02 -4.45e-03  2.99e-02  5.45e-02 -6.24e-03 -7.65e-03  1.06e-01
## 900  -1.35e-01 -9.69e-02  1.56e-01  1.86e-01 -1.44e-01 -8.51e-02  2.78e-01
## 901  -2.20e-02 -3.91e-03  2.70e-02  4.02e-03 -1.46e-02  1.31e-02 -4.28e-02
## 902  -1.22e-02  3.60e-02  3.10e-02 -4.75e-02  3.95e-02 -1.07e-02 -8.15e-02
## 903  -8.84e-03  6.62e-03 -3.26e-03  7.11e-03  7.00e-04  3.31e-03 -1.70e-02
## 904   6.36e-03  4.49e-03  4.75e-03 -1.03e-02 -5.49e-05 -6.72e-03  2.21e-02
## 905  -1.37e-01 -1.88e-02  1.42e-01  1.03e-01 -9.85e-02  5.50e-02  2.26e-01
## 906   1.12e-01  2.02e-02 -8.86e-02 -8.63e-02  3.23e-02  3.71e-02  1.46e-01
## 907  -5.17e-03 -1.49e-03  5.94e-03 -2.04e-03  6.60e-03  7.21e-03 -1.22e-02
## 908  -1.23e-02 -8.54e-03  1.05e-02 -2.41e-02  9.48e-02  7.47e-02  1.18e-01
## 909  -9.42e-03  4.10e-02  5.30e-03 -1.00e-02  3.73e-03 -1.95e-02  4.96e-02
## 910   1.44e-02  6.89e-03  3.95e-03 -2.15e-02 -5.86e-03 -3.04e-03  3.10e-02
## 911  -5.65e-03  2.83e-03 -1.63e-03  4.78e-03  2.99e-03  1.63e-03 -1.02e-02
## 912  -1.17e-02  1.43e-02 -3.08e-03  4.84e-03  5.92e-03  3.01e-03 -2.17e-02
## 913  -2.19e-02  7.28e-03  1.28e-02  1.23e-02 -6.15e-03  1.86e-03 -2.43e-02
## 914  -2.08e-02 -4.80e-03  1.21e-02  1.22e-03  1.01e-01  2.15e-03  1.17e-01
## 915   1.66e-02  7.45e-02 -1.09e-02 -3.78e-02 -1.17e-01  9.17e-03 -1.61e-01
## 916   2.65e-02 -4.15e-03 -2.15e-02 -1.15e-02 -2.35e-03 -1.66e-03  2.80e-02
## 917  -2.52e-02 -7.38e-02  2.49e-02  7.69e-02  1.63e-02 -3.07e-02  1.30e-01
## 918   5.39e-05  5.20e-04  7.44e-04  6.07e-04 -1.87e-03 -2.64e-03  3.80e-03
## 919   1.60e-03 -8.06e-03 -2.95e-02  3.50e-03  9.09e-02  2.33e-02  1.07e-01
## 920   5.95e-03 -3.48e-03  6.48e-03 -1.23e-02  1.91e-03 -3.16e-03 -1.86e-02
## 921   1.77e-02 -1.57e-03 -4.16e-02  1.86e-02 -2.24e-02 -2.03e-02 -5.62e-02
## 922  -7.76e-03 -1.03e-02  8.28e-03  5.46e-03  3.03e-03  7.35e-03 -1.81e-02
## 923   3.38e-02 -4.59e-02 -4.80e-02  4.83e-03  1.19e-01 -9.60e-03  1.51e-01
## 924   1.60e-02 -1.48e-03 -3.70e-02  1.52e-02 -1.62e-02 -1.72e-02 -4.86e-02
## 925  -4.70e-03  1.37e-02 -2.88e-03 -5.57e-03  6.62e-03  8.55e-03 -1.92e-02
## 926   1.94e-02 -2.37e-02 -9.42e-03 -9.56e-03  2.58e-02 -2.33e-02 -5.67e-02
## 927   2.49e-02 -1.34e-02 -2.60e-02  4.52e-03 -3.30e-02 -5.67e-03 -4.84e-02
## 928   4.72e-03 -3.14e-02 -1.02e-02  6.39e-02 -8.06e-02 -1.10e-01 -1.35e-01
## 929   1.98e-03  6.13e-05 -1.18e-03 -3.14e-03 -1.06e-04  3.06e-03 -5.42e-03
## 930   2.70e-03  1.96e-03  1.91e-03 -3.27e-03 -3.93e-03 -3.35e-03  9.80e-03
## 931  -4.74e-03  4.37e-02  4.04e-02 -9.05e-02  3.44e-02  6.76e-02 -1.20e-01
## 932  -1.11e-02  1.22e-02 -4.26e-03  1.86e-02 -1.24e-02 -3.00e-02 -3.64e-02
## 933  -6.36e-03 -3.10e-03 -4.14e-03  1.39e-02 -5.03e-03 -6.18e-03 -1.99e-02
## 934  -1.26e-02 -2.84e-03  9.79e-03  7.17e-03  3.21e-03  8.20e-04 -1.64e-02
## 935  -2.19e-03 -5.69e-04  1.52e-03  1.33e-03  6.94e-04  6.04e-04 -2.90e-03
## 936   1.69e-03 -5.06e-04 -4.33e-03  1.31e-03 -1.36e-03  1.02e-03 -5.57e-03
## 937  -6.17e-02 -5.59e-03  3.44e-02  1.24e-01 -1.40e-01 -4.48e-02  1.86e-01
## 938  -1.61e-02  3.73e-02  1.19e-02 -4.80e-02  9.72e-02  7.34e-02  1.27e-01
## 939   8.31e-02 -3.10e-02 -1.75e-02 -1.28e-01  8.59e-02  8.10e-02 -1.53e-01
## 940  -6.28e-03  8.54e-03 -3.56e-03  4.38e-03 -6.47e-03  3.67e-03 -1.78e-02
## 941   4.09e-03 -1.75e-03 -4.69e-03 -1.03e-02  9.70e-03  1.79e-02 -2.36e-02
## 942  -2.12e-03 -1.79e-03 -1.86e-03  3.62e-03 -2.29e-03  4.80e-03 -9.92e-03
## 943  -1.80e-03  5.74e-03  1.68e-03 -1.71e-03  2.18e-04  4.90e-04  8.05e-03
## 944   5.01e-02  4.97e-02 -7.30e-02 -3.43e-02  3.55e-03 -4.50e-02 -1.14e-01
## 945   5.48e-03  3.76e-03  3.35e-03 -9.47e-03  5.24e-03 -7.92e-03  1.95e-02
## 946  -6.51e-02 -1.34e-02  2.58e-02  1.10e-01 -7.62e-02 -1.06e-02  1.40e-01
## 947  -1.35e-02  2.15e-02  6.99e-03  9.19e-03 -1.21e-02 -1.21e-02  3.44e-02
## 948   9.32e-04  5.84e-03  1.51e-02 -1.24e-02 -2.33e-03 -3.11e-02 -4.51e-02
## 949   2.11e-03  5.76e-02  1.33e-02 -4.13e-02  2.09e-02 -1.98e-02  8.80e-02
## 950  -7.34e-04  1.44e-02 -5.83e-03 -1.22e-02  2.91e-03  1.87e-02 -3.02e-02
## 951   2.60e-02  3.63e-02 -3.23e-02 -2.54e-02  1.78e-02 -1.24e-02  6.35e-02
## 952  -5.85e-04  3.39e-02 -1.11e-02 -5.30e-03 -6.07e-02  1.17e-02 -8.44e-02
## 953   8.63e-03 -3.23e-03 -2.28e-02  2.65e-03  8.48e-03  8.55e-03 -2.97e-02
## 954   4.96e-02  3.49e-03 -5.92e-02 -3.24e-02  3.07e-02 -2.98e-03 -7.90e-02
## 955   5.77e-02 -9.61e-02 -5.26e-02  2.37e-02  9.08e-02 -3.44e-02  1.64e-01
## 956  -3.36e-02 -5.16e-02  1.40e-02  5.53e-02  5.50e-02  1.36e-02  1.13e-01
## 957  -1.11e-01  3.99e-02  2.58e-02  1.16e-01 -3.66e-02  3.62e-02  1.73e-01
## 958  -4.16e-03  3.22e-02 -1.02e-02  5.40e-03  4.75e-04 -7.01e-02 -8.31e-02
## 959   1.81e-02  4.34e-03 -2.00e-02 -2.55e-03  4.19e-03 -1.76e-02  3.40e-02
## 960   6.36e-03 -1.29e-03 -6.74e-03 -9.91e-03 -6.74e-04  1.55e-02 -2.72e-02
## 961   9.82e-03 -1.81e-03 -8.18e-03 -1.83e-02  2.65e-03  2.99e-02 -4.06e-02
## 962   4.77e-03 -1.84e-02 -4.90e-03  4.47e-03 -3.74e-03  1.02e-02 -2.73e-02
## 963   2.00e-02  5.46e-03 -6.64e-03 -7.99e-03 -8.45e-02  5.81e-03 -9.80e-02
## 964   1.99e-05 -1.07e-04  4.02e-05  2.78e-05 -6.65e-07  1.72e-05  1.62e-04
## 965   3.03e-03  5.23e-03 -1.09e-02  6.89e-04 -2.94e-03  2.63e-03 -1.45e-02
## 966   8.52e-03 -6.13e-03 -4.00e-03 -3.72e-03 -3.05e-04  2.27e-03  9.78e-03
## 967   1.04e-02 -6.62e-03  1.28e-02 -1.98e-02 -2.50e-04 -1.26e-02 -3.67e-02
## 968   1.71e-02 -2.71e-02 -9.11e-03 -9.67e-03  1.77e-02  5.33e-03 -4.36e-02
## 969  -2.70e-02 -3.22e-03  3.16e-02  1.60e-02 -4.00e-02 -1.87e-03 -5.86e-02
## 970   7.82e-03  8.83e-04 -3.28e-03 -1.29e-02  1.32e-03  9.72e-03 -1.75e-02
## 971  -6.48e-03 -1.32e-03 -3.04e-03  1.56e-02  8.36e-04 -2.34e-02 -2.84e-02
## 972   6.00e-03 -4.12e-02 -3.51e-02  6.82e-02 -3.18e-02 -1.67e-02  9.13e-02
## 973   1.19e-03  2.80e-03  9.22e-03 -8.82e-03 -3.23e-03 -1.23e-03  1.60e-02
## 974  -2.36e-05 -1.39e-03 -2.30e-03 -1.73e-04 -1.11e-03  7.11e-03 -1.08e-02
## 975   3.36e-03 -4.58e-03  8.88e-04 -2.40e-03  8.78e-04  1.72e-03  6.27e-03
## 976   9.36e-04 -9.54e-04  1.73e-03 -1.30e-03 -2.64e-03 -1.74e-03 -5.00e-03
## 977   5.80e-03  1.73e-03 -1.62e-03 -6.43e-03 -6.25e-03 -1.11e-03 -1.24e-02
## 978  -1.66e-02  4.14e-02 -8.36e-03 -7.52e-03  8.32e-03  1.28e-02 -5.13e-02
## 979  -9.49e-03  4.35e-02 -7.51e-03 -9.75e-04 -2.13e-02 -2.54e-02 -5.64e-02
## 980  -1.32e-03 -8.11e-04 -2.70e-03  5.24e-03 -3.61e-03 -6.06e-03 -1.13e-02
## 981   7.04e-03 -9.09e-04 -2.28e-02  1.25e-02  5.16e-03 -2.42e-02 -3.84e-02
## 982   7.53e-04  1.68e-03 -1.48e-03  1.92e-04 -9.80e-04 -1.75e-03  3.15e-03
## 983   4.53e-03 -2.53e-03 -7.16e-03 -1.16e-02  1.54e-02  1.85e-02 -3.07e-02
## 984   1.14e-02 -1.18e-02 -1.75e-02  7.05e-03 -1.17e-02  4.11e-03 -2.76e-02
## 985   2.46e-03  1.64e-03  1.60e-03 -3.79e-03 -6.91e-04 -2.26e-03  7.79e-03
## 986   2.15e-03  3.01e-03 -2.67e-03 -2.11e-03  1.48e-03 -1.03e-03  5.26e-03
## 987   3.70e-03 -2.53e-03 -4.36e-03 -5.36e-04  1.18e-03  2.97e-04 -5.77e-03
## 988  -2.12e-02 -3.21e-03  7.60e-03  3.92e-02 -2.38e-02 -1.97e-02  4.57e-02
## 989  -5.13e-03 -1.41e-04  9.92e-03 -4.52e-03  2.90e-03  8.08e-04 -1.46e-02
## 990  -2.00e-02  6.21e-02 -1.11e-02  7.35e-03 -8.75e-03 -5.92e-02 -8.91e-02
## 991  -3.44e-04 -5.31e-02  4.82e-02 -1.34e-02  4.40e-03  4.48e-02  8.76e-02
## 992   3.20e-03 -3.12e-03 -1.93e-03  5.72e-04 -1.28e-03 -1.80e-03  4.80e-03
## 993   2.94e-03 -2.90e-02  1.08e-02  1.30e-02 -6.82e-03  2.03e-03  4.41e-02
## 994   5.34e-02 -3.81e-02 -2.53e-02 -2.01e-02 -4.30e-03  4.19e-03  6.03e-02
## 995   2.83e-03 -4.18e-02 -3.59e-02  7.96e-02 -3.78e-02 -3.41e-02  1.01e-01
## 996  -7.01e-02 -2.63e-04  1.27e-01 -5.15e-03 -9.54e-02  2.28e-02 -1.74e-01
## 997   6.46e-03  3.89e-03  3.54e-03 -1.07e-02  9.89e-04 -4.15e-03  1.83e-02
## 998  -4.13e-03 -2.22e-02 -4.77e-03  2.03e-02 -6.98e-03  5.82e-03 -3.49e-02
## 999   5.27e-03 -6.78e-03  1.44e-03 -1.95e-03 -1.19e-03 -2.91e-03  1.01e-02
## 1000 -1.61e-02  6.33e-04  1.27e-02  8.25e-03  7.27e-02 -3.45e-02  1.02e-01
## 1001 -2.27e-02 -2.86e-02  1.11e-01 -3.80e-02  1.65e-02 -8.72e-02 -1.74e-01
## 1002  1.24e-03 -7.44e-04 -4.72e-03 -8.98e-04  7.92e-03 -5.25e-03 -1.79e-02
## 1003  1.11e-02 -2.90e-02  1.25e-02  1.15e-02 -2.95e-02 -1.24e-02  5.64e-02
## 1004  6.54e-04  1.24e-04 -4.36e-04 -5.79e-04 -9.01e-06  3.54e-04  8.74e-04
## 1005 -2.38e-03 -1.49e-03 -1.17e-03  3.77e-03 -7.97e-04  2.74e-03 -7.02e-03
## 1006  2.37e-02  5.23e-03 -1.93e-02 -1.68e-02  1.26e-02 -4.78e-03  3.36e-02
## 1007  1.57e-02  2.96e-02 -1.03e-02 -4.62e-02  2.63e-02  1.12e-02 -5.94e-02
## 1008  1.86e-02 -2.91e-02  5.83e-03 -5.90e-03  5.03e-03 -1.13e-02  4.06e-02
## 1009 -4.02e-03 -8.94e-03 -2.44e-02  1.79e-02  4.31e-02  2.84e-02  7.19e-02
## 1010 -9.63e-02 -2.25e-02  2.53e-02  1.55e-01 -3.57e-02 -4.31e-02  1.70e-01
## 1011 -9.37e-02  2.59e-02  6.47e-02  8.03e-02 -3.37e-02 -4.12e-02  1.15e-01
## 1012 -9.14e-03  2.81e-02  8.32e-03 -5.07e-03 -7.96e-03  2.63e-04  3.99e-02
## 1013  1.13e-03 -1.65e-02 -4.19e-03  3.58e-03  1.29e-02  1.05e-02 -2.70e-02
## 1014  1.84e-05  1.48e-04  4.16e-05 -1.90e-04  1.18e-06  2.57e-04  3.58e-04
## 1015 -1.11e-01  1.91e-01  1.50e-01 -7.14e-02 -4.28e-02  5.73e-03  2.70e-01
## 1016  3.12e-03 -1.87e-02 -5.56e-03  1.18e-02  3.40e-03 -1.59e-02 -3.26e-02
## 1017  1.08e-02 -4.06e-03 -2.78e-02  1.21e-03  1.59e-02  1.17e-02 -3.81e-02
## 1018 -3.73e-03  2.30e-02 -2.45e-02  5.04e-03  2.48e-03  9.67e-03 -4.08e-02
## 1019 -3.65e-03 -7.64e-03  7.27e-03  1.71e-03 -2.61e-03  4.24e-03 -1.34e-02
## 1020  2.52e-03  4.87e-03 -4.81e-03 -1.15e-03 -2.38e-03  1.61e-03  8.85e-03
## 1021 -8.25e-03  8.48e-03  3.86e-02 -2.39e-02  6.41e-03 -5.14e-02 -8.71e-02
## 1022  8.31e-03 -5.33e-03  2.56e-03 -8.90e-03 -1.04e-03  4.25e-03  1.49e-02
## 1023 -2.69e-02  1.06e-02  3.32e-02 -7.32e-03  5.18e-03  1.53e-02 -4.08e-02
## 1024  9.98e-02  6.24e-02 -8.97e-02 -1.43e-01  8.00e-02  5.89e-02 -1.81e-01
## 1025 -6.15e-02  2.57e-02  5.53e-02  8.50e-03  5.82e-02  5.20e-03  9.82e-02
## 1026  7.00e-03 -7.89e-03  1.62e-03 -4.55e-03  4.22e-04 -6.45e-04  1.18e-02
## 1027  1.76e-02  7.25e-02 -3.72e-02 -3.27e-02 -6.72e-03  1.67e-02  9.28e-02
## 1028 -1.77e-02 -1.60e-03  1.78e-02  1.02e-02 -4.79e-04 -1.70e-02 -3.05e-02
## 1029  3.86e-03 -5.38e-02  2.84e-02 -1.14e-02  2.11e-02  1.95e-02 -7.09e-02
## 1030  4.00e-02 -2.58e-02 -4.55e-02 -3.93e-03 -3.01e-04  9.78e-04 -5.94e-02
## 1031  1.71e-02 -1.98e-02  7.99e-03 -1.83e-02  2.99e-02 -4.32e-03  4.93e-02
## 1032 -1.71e-02 -1.70e-03  1.89e-02  1.04e-02 -3.30e-03  1.81e-03  2.45e-02
## 1033  1.24e-02 -6.55e-04 -1.82e-02 -7.93e-03  1.29e-02  6.60e-03 -2.47e-02
## 1034 -3.60e-03  2.35e-02  2.91e-03 -1.05e-02  5.97e-03 -5.30e-03  2.80e-02
## 1035 -1.43e-02 -1.26e-03  7.88e-03  2.39e-02 -9.52e-03 -1.40e-02  3.36e-02
## 1036 -1.87e-02  2.38e-02 -8.25e-03  3.05e-02 -5.07e-03 -6.98e-02 -7.91e-02
## 1037 -5.30e-03 -3.80e-04  6.01e-03  2.38e-03  5.71e-04 -3.54e-03 -7.72e-03
## 1038 -2.51e-02 -2.01e-03  2.87e-02  1.77e-02 -1.56e-02  7.63e-04  3.91e-02
## 1039  1.02e-02  1.90e-03 -4.60e-03 -1.77e-02  1.48e-02  1.40e-03 -2.42e-02
## 1040  2.64e-03 -1.11e-02 -3.02e-03 -3.20e-04  8.72e-03  8.16e-03 -1.81e-02
## 1041  1.54e-02 -8.45e-02  1.59e-02  2.91e-02  7.63e-03 -9.08e-03  9.87e-02
## 1042  1.53e-02  1.17e-02  1.05e-02 -1.98e-02 -7.87e-03 -2.91e-02  5.66e-02
## 1043  1.70e-02  1.79e-03 -1.07e-02 -2.78e-02  1.88e-02  7.45e-03 -4.26e-02
## 1044 -1.13e-02 -1.26e-02 -4.85e-02  7.75e-02 -1.02e-02 -1.82e-03  1.08e-01
## 1045  8.01e-04 -1.87e-03  2.16e-03 -3.45e-03  2.75e-03  2.19e-03 -5.45e-03
## 1046  3.22e-02 -9.31e-04 -4.52e-02 -1.97e-02  2.42e-02  1.54e-02 -5.84e-02
## 1047 -6.51e-03 -4.70e-04  2.39e-02 -2.77e-02  1.88e-02  2.56e-02 -4.74e-02
## 1048 -6.27e-06 -1.56e-05 -2.05e-05 -5.57e-06  3.90e-05  6.91e-05 -1.01e-04
## 1049 -4.09e-03 -2.56e-03 -7.16e-03  1.86e-02 -2.84e-02 -1.17e-02 -3.88e-02
## 1050  9.68e-03 -8.97e-03 -4.99e-03 -4.94e-03  1.14e-04  1.19e-02  1.66e-02
## 1051  4.02e-03  3.64e-02 -1.30e-02 -2.67e-02 -1.83e-02  2.49e-02 -6.81e-02
## 1052  2.87e-03 -2.00e-02  1.15e-02 -2.88e-03  1.04e-02 -1.26e-02 -3.32e-02
## 1053 -1.38e-02 -3.56e-03  1.22e-02  3.15e-03  1.02e-02  7.79e-03 -2.22e-02
## 1054  1.15e-02  5.48e-02  4.48e-02 -1.20e-01  1.10e-02  7.73e-02 -1.52e-01
## 1055 -1.33e-02  8.86e-03  3.86e-03  1.32e-02 -3.89e-03 -4.47e-03  2.08e-02
## 1056  6.99e-02  1.10e-04 -6.54e-02 -8.69e-02  1.07e-01  1.33e-01  1.78e-01
## 1057  3.09e-03 -1.87e-03 -1.32e-02  6.61e-03  2.38e-03 -2.55e-03 -1.75e-02
## 1058  2.16e-02  2.00e-03 -2.32e-02 -1.18e-02  2.58e-03  1.15e-02  2.87e-02
## 1059  2.96e-02 -3.09e-02 -4.47e-02  1.58e-02 -3.19e-02  2.08e-02 -7.49e-02
## 1060 -7.62e-03  2.22e-02 -4.68e-03 -8.67e-03  1.37e-02  9.38e-03 -3.05e-02
## 1061  1.81e-02  4.46e-03 -1.20e-02 -1.21e-02 -7.74e-03 -5.04e-04  2.41e-02
## 1062 -4.95e-04  2.73e-04 -1.54e-04  3.88e-04  3.00e-04  1.72e-04 -9.28e-04
## 1063  2.66e-02 -5.51e-02 -2.66e-02  3.00e-02 -2.38e-02  1.66e-02  7.68e-02
## 1064  9.13e-03  5.70e-03  6.05e-03 -1.89e-02  1.42e-02 -5.63e-03  3.27e-02
## 1065  1.01e-02 -4.89e-03 -2.92e-02  5.16e-03  5.94e-03  1.62e-02 -3.97e-02
## 1066  4.86e-02 -2.25e-02 -1.10e-02 -7.54e-02  5.00e-02  5.98e-02 -9.54e-02
## 1067  5.50e-04 -1.65e-02 -5.12e-03  2.15e-02 -5.40e-03 -3.78e-02 -4.64e-02
## 1068 -2.56e-03  2.12e-03  2.17e-02 -2.71e-02  1.58e-02  7.99e-03 -4.16e-02
## 1069 -1.07e-02  4.86e-03  6.31e-03  6.97e-03  2.13e-03 -1.19e-02 -1.71e-02
## 1070 -1.16e-02 -1.91e-03  1.27e-02  2.88e-03  3.98e-03  3.06e-03 -1.53e-02
## 1071  4.51e-03  3.56e-03  3.18e-03 -5.34e-03 -4.14e-03 -9.18e-03  1.74e-02
## 1072  1.26e-02  2.48e-02 -8.50e-03 -3.62e-02  2.31e-02  1.01e-03 -4.95e-02
## 1073 -2.52e-03  4.06e-03 -8.64e-04  5.86e-05  1.45e-03  2.10e-03 -5.85e-03
## 1074  2.43e-02 -1.95e-02 -1.27e-02 -7.61e-03  5.42e-03 -2.03e-03  2.93e-02
## 1075 -1.20e-02  4.91e-02  7.08e-03 -6.01e-03 -2.63e-02 -1.27e-02  6.08e-02
## 1076 -3.04e-02  8.32e-03  7.64e-02 -1.54e-02 -1.06e-02 -8.04e-03  9.23e-02
## 1077 -4.69e-02  2.15e-02  1.09e-02  4.51e-02  1.44e-02 -1.16e-02  7.19e-02
## 1078 -5.26e-02 -2.98e-02  6.47e-02  4.69e-02 -2.71e-02 -4.51e-02 -9.29e-02
## 1079 -4.04e-02 -4.01e-03  5.04e-02  1.50e-03  5.75e-02  1.05e-02  8.56e-02
## 1080 -4.86e-03  3.81e-04  7.31e-03  7.70e-03 -1.73e-02  5.34e-03  2.96e-02
## 1081 -5.60e-02 -1.17e-02  6.72e-02  3.83e-04  4.41e-02  8.20e-02  1.22e-01
## 1082  2.53e-02  2.68e-03 -3.39e-02 -4.41e-03  8.98e-03 -6.57e-03  3.86e-02
## 1083 -5.39e-03  5.71e-03 -1.22e-03  3.09e-03  5.46e-04  2.08e-03 -9.25e-03
## 1084 -3.41e-02 -3.01e-02  7.07e-02 -6.31e-03  1.24e-02  4.39e-03 -8.31e-02
## 1085  2.97e-04  5.20e-04  9.06e-04 -8.86e-04  1.37e-03 -1.40e-03  3.88e-03
## 1086 -9.94e-03 -1.37e-03  1.17e-02  2.68e-03 -6.49e-04  2.26e-03 -1.33e-02
## 1087  2.20e-02 -2.63e-02 -3.96e-03  3.72e-04 -5.32e-02  5.93e-03 -6.76e-02
## 1088 -1.38e-02  2.60e-02 -1.08e-02  2.18e-03 -1.90e-02  2.67e-02 -5.90e-02
## 1089  2.96e-03  2.44e-04 -2.43e-03 -5.30e-03  7.55e-03 -6.12e-04 -1.11e-02
## 1090  2.20e-03 -2.56e-03 -6.87e-03 -1.35e-03 -7.23e-03  1.30e-02 -2.78e-02
## 1091  3.52e-02 -5.51e-02  1.05e-02 -2.23e-02  1.30e-02  1.88e-02  7.16e-02
## 1092 -5.47e-04 -9.04e-04 -1.36e-03  4.87e-04  1.47e-03  2.69e-03 -5.49e-03
## 1093  2.47e-02  4.39e-03 -1.44e-02 -3.66e-02  2.31e-02 -5.17e-03 -5.96e-02
## 1094 -1.00e-02  3.83e-05  1.70e-02  1.14e-03 -1.38e-02 -1.39e-04 -2.32e-02
## 1095  1.18e-02  1.15e-02 -2.22e-02 -1.14e-02  3.13e-03  1.49e-02 -3.23e-02
## 1096  2.33e-03 -2.41e-02 -5.74e-03  1.85e-02 -2.82e-02  6.37e-03 -4.55e-02
## 1097  3.74e-03 -3.56e-02  1.14e-02 -3.50e-03  7.91e-02 -7.95e-03  9.96e-02
## 1098  2.86e-03 -1.53e-03  9.09e-04 -1.89e-03 -2.05e-03 -2.21e-03  5.82e-03
## 1099  4.27e-05  1.07e-02 -4.19e-03 -8.98e-03  1.08e-02  1.55e-03 -1.97e-02
## 1100  7.79e-03 -7.56e-03 -2.68e-03 -7.09e-03  2.67e-04  8.09e-03 -1.53e-02
## 1101  6.52e-03 -2.21e-02 -5.92e-03 -2.13e-03  1.04e-02  2.27e-02 -3.67e-02
## 1102  2.43e-04 -3.39e-04  1.36e-04 -2.06e-04  1.07e-04  1.66e-04  6.10e-04
## 1103 -8.57e-03 -1.77e-02  1.70e-02  1.75e-03  1.00e-02  1.10e-03 -3.09e-02
## 1104  2.50e-02 -1.64e-02 -8.36e-03 -8.90e-03 -4.45e-03 -4.23e-02 -6.04e-02
## 1105 -1.17e-02 -1.51e-03  9.02e-03  9.45e-03  2.92e-03 -1.25e-02 -2.01e-02
## 1106  3.33e-02  2.52e-02 -5.08e-02 -6.39e-03 -1.53e-02 -8.40e-03  6.26e-02
## 1107  1.02e-02  7.02e-03  8.12e-03 -2.17e-02  1.76e-02 -8.60e-03  4.15e-02
## 1108  1.09e-03 -2.35e-03 -7.33e-04  2.69e-05  5.00e-04  7.37e-05 -3.37e-03
## 1109  3.37e-04 -2.89e-03 -5.31e-03 -3.96e-03  1.23e-02  1.27e-02 -2.30e-02
## 1110  1.84e-03  4.31e-02  1.09e-02 -3.12e-02 -7.75e-03  7.87e-03  6.45e-02
## 1111  5.11e-04 -2.63e-03 -4.73e-03 -5.16e-03  1.55e-02  1.22e-02 -2.30e-02
## 1112  8.66e-02 -8.82e-02 -1.39e-02 -2.18e-02 -1.79e-01  4.64e-02 -2.42e-01
## 1113  1.54e-03 -2.93e-04 -3.67e-03 -6.88e-04  2.95e-03 -4.55e-03 -1.28e-02
## 1114 -7.53e-03 -1.01e-02  9.58e-03  8.19e-03 -1.49e-03 -5.67e-03 -1.81e-02
## 1115  7.01e-03 -3.66e-02  5.45e-02 -1.73e-02 -1.11e-02 -9.19e-02 -1.41e-01
## 1116 -2.97e-03 -2.42e-03  4.82e-03 -3.80e-05  2.08e-03  1.80e-03 -6.22e-03
## 1117 -1.27e-02  1.17e-02  1.92e-03  2.44e-03  2.88e-02 -3.16e-03  3.64e-02
## 1118  1.14e-03  1.37e-03 -1.52e-03 -1.64e-03 -1.63e-04  3.58e-03  4.58e-03
## 1119 -1.29e-03 -8.25e-04 -7.04e-04  1.62e-03  1.65e-03  1.15e-03 -4.00e-03
## 1120 -4.49e-03  2.98e-03  7.32e-03  8.71e-03  4.86e-04 -2.47e-02  3.45e-02
## 1121  1.08e-02 -7.38e-04 -1.70e-02 -5.05e-03  8.30e-03  5.01e-03 -2.14e-02
## 1122 -4.22e-03  1.34e-02  4.44e-03 -5.07e-03 -9.38e-03  1.50e-02  2.84e-02
## 1123 -9.93e-03  1.54e-02 -2.94e-03  5.49e-03 -6.67e-03  1.22e-03 -2.10e-02
## 1124 -1.25e-03  4.85e-03  1.40e-03 -1.40e-03 -1.16e-03  2.28e-04  6.86e-03
## 1125 -2.55e-03  6.46e-04  3.58e-03  3.71e-03 -1.80e-03 -4.11e-03  1.20e-02
## 1126  4.51e-03 -4.89e-02  4.99e-02 -9.12e-03  3.07e-04 -8.62e-03  7.99e-02
## 1127 -8.90e-02 -1.74e-02  3.52e-02  1.59e-01 -1.33e-01 -2.15e-02  2.07e-01
## 1128 -1.65e-03 -7.97e-04 -6.08e-04  2.63e-03  6.75e-04 -1.52e-04 -3.83e-03
## 1129 -1.33e-03  3.93e-03  1.18e-03 -2.56e-04 -2.36e-03 -2.57e-04  5.92e-03
## 1130 -3.39e-03 -1.09e-01  3.63e-02  3.68e-02 -6.94e-02  1.78e-01  2.59e-01
## 1131 -2.20e-02 -4.22e-03  2.53e-02  5.20e-03 -1.07e-02  1.23e-02 -3.92e-02
## 1132 -3.24e-03 -5.77e-03  5.27e-03  1.83e-03 -6.32e-04  3.07e-03 -9.71e-03
## 1133  2.90e-04  1.03e-02 -4.16e-03 -1.03e-02  7.32e-03  9.90e-03 -2.01e-02
## 1134  9.45e-03  2.19e-03 -7.34e-03 -9.78e-03  4.58e-03 -1.41e-02 -3.03e-02
## 1135 -9.70e-03  6.29e-03  8.41e-03 -4.05e-03  8.87e-03  6.67e-03 -1.70e-02
## 1136  2.71e-02  2.76e-02 -7.61e-02 -1.89e-03  8.39e-02 -1.21e-02  1.27e-01
## 1137 -1.00e-03 -7.49e-04 -7.31e-04  1.09e-03  1.88e-03  1.36e-03 -3.88e-03
## 1138  4.98e-03 -1.24e-03 -2.57e-03 -3.04e-03  1.15e-05 -3.65e-04  5.32e-03
## 1139  5.10e-02 -6.03e-02 -9.42e-03  1.56e-03 -1.15e-01  1.81e-03 -1.47e-01
## 1140  7.16e-04 -8.93e-03 -2.40e-03  4.30e-03  3.66e-03 -7.30e-04 -1.33e-02
## 1141  2.05e-02 -5.98e-04 -5.68e-02  1.47e-02  1.07e-01 -4.36e-02  1.54e-01
## 1142 -2.11e-02 -4.95e-03  1.82e-02  9.91e-03  3.44e-04  8.06e-03 -2.92e-02
## 1143  2.55e-02 -3.78e-02 -6.30e-03 -1.43e-02  1.06e-03  2.12e-02 -5.00e-02
## 1144  2.01e-02  1.17e-03 -1.08e-02 -3.23e-02  3.90e-04  2.91e-02 -5.15e-02
## 1145 -1.49e-04 -1.94e-03 -5.50e-04  2.54e-03 -5.71e-04 -3.51e-03 -4.71e-03
## 1146  2.59e-03 -1.01e-02 -3.61e-03  1.05e-02  6.26e-04 -2.77e-02 -3.32e-02
## 1147  2.59e-03 -1.32e-02 -3.41e-03  4.54e-03 -3.13e-03  6.72e-03 -1.95e-02
## 1148  1.42e-02 -3.57e-02  4.16e-02 -5.61e-02  1.42e-02  4.87e-02 -9.69e-02
## 1149  8.03e-03 -1.83e-02 -2.81e-03 -3.18e-04  1.91e-03  4.79e-03 -2.10e-02
## 1150 -1.69e-03 -9.95e-04 -9.05e-04  2.97e-03 -7.83e-04  9.50e-04 -4.80e-03
## 1151  1.41e-02 -5.27e-02 -6.69e-03  2.18e-02 -3.58e-02  1.06e-02 -7.13e-02
## 1152  1.26e-02  3.41e-03 -1.01e-02 -5.83e-03 -1.92e-03 -8.01e-03  1.84e-02
## 1153  1.31e-02 -1.25e-02  2.69e-03 -9.06e-03 -2.54e-03 -1.05e-03  2.10e-02
## 1154  2.46e-03 -2.16e-03  7.74e-03 -6.62e-03 -2.59e-03 -7.06e-04  1.33e-02
## 1155 -9.72e-02  7.59e-02  3.14e-02  1.02e-01 -6.94e-02 -3.94e-02  1.68e-01
## 1156 -1.92e-03  2.79e-02 -1.10e-02 -1.96e-02 -5.52e-03  3.35e-02 -5.82e-02
## 1157 -1.95e-04  2.51e-05  2.43e-04 -5.25e-05  1.27e-03 -3.24e-04  1.66e-03
## 1158  7.37e-03 -3.23e-02 -8.23e-03  1.69e-02 -3.15e-02  1.24e-02 -5.76e-02
## 1159  2.01e-03  2.54e-04 -2.64e-03  2.74e-04 -1.20e-03  1.08e-06  3.85e-03
## 1160 -1.75e-02 -1.76e-03  2.79e-02 -4.99e-03 -3.68e-04  1.31e-02 -3.31e-02
## 1161  7.03e-03  2.18e-02 -7.78e-03 -2.57e-02 -1.72e-04  1.86e-02 -4.18e-02
## 1162 -7.07e-03 -8.96e-03  1.66e-02  3.84e-03 -3.60e-03  6.19e-04  2.12e-02
## 1163  1.71e-03 -6.80e-04  2.14e-03 -1.09e-02  1.25e-02  2.14e-02  2.40e-02
## 1164 -2.69e-02 -2.66e-03  3.91e-02 -1.76e-03 -7.36e-04  1.09e-02 -4.36e-02
## 1165  6.89e-03 -5.16e-04 -1.09e-02  4.63e-04 -3.23e-03  1.20e-02  2.05e-02
## 1166  2.63e-02 -4.20e-02 -7.14e-03 -3.93e-03 -6.53e-03 -5.31e-03 -5.21e-02
## 1167 -9.75e-02  1.18e-01  2.26e-02  9.16e-02 -9.32e-02 -6.99e-02  1.84e-01
## 1168  3.54e-03 -2.51e-03 -2.81e-03 -7.76e-04 -1.12e-03  3.64e-03  6.18e-03
## 1169 -3.82e-04  4.29e-04 -8.71e-05  2.64e-04 -7.02e-05  2.39e-05 -6.44e-04
## 1170 -3.87e-03 -9.33e-04 -1.79e-03  9.30e-03 -9.40e-04 -1.21e-02 -1.51e-02
## 1171 -9.52e-03 -2.14e-03  7.06e-03  6.35e-03  8.87e-04  5.08e-05 -1.20e-02
## 1172 -3.89e-02 -1.61e-03  6.32e-02 -1.14e-02  1.51e-02  3.18e-03 -7.07e-02
## 1173  7.74e-04  6.92e-05  4.04e-04 -2.33e-03  8.18e-04  3.86e-03  4.26e-03
## 1174 -6.92e-03  2.12e-02  6.55e-03 -4.32e-03 -1.11e-02  7.10e-03  3.36e-02
## 1175  8.91e-03 -1.06e-02  2.12e-03 -6.03e-03  2.57e-03 -5.90e-04  1.55e-02
## 1176  1.88e-03 -6.63e-05 -3.05e-03 -1.65e-03  2.82e-03 -3.37e-03 -1.07e-02
## 1177 -7.99e-02  5.29e-02  2.35e-02  9.34e-02 -6.71e-02 -3.65e-02  1.37e-01
## 1178 -2.10e-02  2.34e-02  4.45e-03  7.15e-03  1.13e-02  7.91e-03  3.64e-02
## 1179  8.37e-03  4.06e-03  2.44e-03 -1.28e-02 -2.53e-03 -1.88e-03  1.82e-02
## 1180 -1.26e-03 -2.01e-03 -3.54e-03  4.21e-03 -7.39e-03  5.07e-03 -1.61e-02
## 1181  1.42e-03 -3.12e-03 -8.06e-03 -4.03e-03  1.33e-02  9.18e-03 -2.89e-02
## 1182 -4.25e-03 -4.17e-02  7.30e-03  2.73e-02  1.60e-02 -6.62e-03  5.67e-02
## 1183  4.11e-04 -1.11e-03 -3.11e-04 -3.42e-04  8.99e-04  1.27e-03 -2.00e-03
## 1184  1.06e-03 -2.85e-03  1.01e-03 -9.12e-04  9.86e-05  4.16e-03  5.83e-03
## 1185 -9.59e-02  8.68e-02  1.80e-02  7.93e-02 -1.29e-02 -3.12e-02  1.41e-01
## 1186 -9.29e-03 -5.79e-02  2.00e-02  4.12e-02  4.59e-02 -3.63e-02  1.15e-01
## 1187  2.60e-02 -2.41e-02 -3.85e-02  1.49e-02 -1.71e-02 -6.69e-03 -5.45e-02
## 1188  3.33e-02  4.13e-03 -6.20e-02  3.02e-02 -5.05e-02 -7.36e-02 -1.09e-01
## 1189 -1.37e-02 -3.02e-03  1.11e-02  9.71e-03 -7.28e-03  2.76e-03 -1.94e-02
## 1190 -4.99e-04  3.25e-03  8.36e-04 -9.15e-04 -5.43e-04 -1.83e-03  4.72e-03
## 1191 -1.01e-03 -2.49e-04  9.87e-04  3.49e-04 -2.86e-04  7.87e-04 -1.70e-03
## 1192  6.52e-05 -5.32e-03 -1.25e-03  3.62e-03 -2.53e-03  1.86e-03 -8.24e-03
## 1193  5.83e-04  5.20e-03  3.29e-02 -5.12e-02  4.10e-02  5.12e-03 -7.57e-02
## 1194  4.81e-03 -2.68e-03 -7.59e-03 -1.23e-02  1.64e-02  1.96e-02 -3.25e-02
## 1195 -6.47e-02  4.79e-02  2.23e-02  5.20e-02 -5.15e-02  4.58e-02  1.32e-01
## 1196 -3.91e-02 -8.98e-03  1.65e-02  5.50e-02 -1.06e-02  3.84e-03  7.62e-02
## 1197 -6.81e-04 -9.17e-03  3.54e-03  8.68e-03 -9.48e-03 -1.69e-03  1.71e-02
## 1198  1.11e-02 -1.00e-02  2.17e-03 -8.20e-03 -1.77e-03 -5.68e-04  1.75e-02
## 1199  1.55e-04  2.37e-04  3.58e-04 -1.99e-04 -1.99e-04 -6.70e-04  1.42e-03
## 1200 -2.45e-04 -4.13e-04  4.33e-04  2.20e-04  1.33e-04 -4.90e-04 -9.24e-04
## 1201  1.36e-02  1.88e-03 -8.73e-03 -2.32e-02  2.49e-02 -1.18e-03 -4.00e-02
## 1202  7.38e-03 -7.83e-03  1.61e-03 -5.19e-03  6.46e-04 -4.38e-04  1.21e-02
## 1203 -1.49e-02  1.35e-02  1.37e-02 -8.19e-04  1.07e-02 -2.10e-02 -3.49e-02
## 1204  1.53e-02 -7.53e-03 -3.84e-03 -1.97e-02  1.23e-02  7.43e-03 -2.52e-02
## 1205  2.44e-02  5.21e-02 -1.77e-02 -7.00e-02  9.30e-03  2.88e-02 -9.66e-02
## 1206  2.20e-03 -1.75e-02 -4.57e-03  2.12e-03  1.45e-02  1.19e-02 -2.89e-02
## 1207 -7.93e-03 -4.40e-03 -3.73e-03  1.39e-02 -3.82e-03  3.43e-03 -2.10e-02
## 1208  5.35e-02  1.38e-02 -1.66e-02 -8.55e-02  4.53e-02 -4.05e-03 -1.04e-01
## 1209  1.48e-02  2.85e-02 -5.75e-02  1.42e-02 -4.50e-02  7.14e-03 -8.82e-02
## 1210 -4.34e-02  8.90e-03  2.67e-02  4.49e-02 -3.08e-02 -1.71e-02  5.80e-02
## 1211 -8.53e-03 -7.75e-03 -1.24e-02  2.85e-02 -5.09e-02  1.17e-02 -7.38e-02
## 1212  1.27e-02  3.25e-02 -3.05e-02  3.29e-03 -9.96e-03 -2.39e-02  5.70e-02
## 1213 -2.80e-03 -4.90e-03 -8.53e-03  8.35e-03 -1.29e-02  1.32e-02 -3.65e-02
## 1214 -1.23e-03 -6.47e-04 -4.58e-04  1.87e-03  4.00e-04  4.74e-04 -2.91e-03
## 1215 -3.52e-04 -6.30e-06  2.07e-04  6.15e-04 -1.86e-04 -5.76e-04  9.55e-04
## 1216  2.47e-03 -2.31e-03 -3.37e-03 -3.03e-04  1.16e-03  2.42e-03 -5.12e-03
## 1217  1.58e-03 -5.18e-06 -1.05e-03 -2.46e-03 -2.31e-04  2.63e-03 -4.69e-03
## 1218  5.96e-03  3.14e-03  2.35e-03 -9.73e-03  3.40e-04 -2.15e-03  1.43e-02
## 1219 -3.64e-03  3.96e-04  3.24e-03  5.34e-03  1.57e-03 -7.47e-03  1.36e-02
## 1220 -5.09e-03 -2.00e-02 -5.64e-03  3.71e-02 -1.16e-02 -5.50e-02 -6.54e-02
## 1221 -1.60e-02 -2.79e-02  2.86e-02  1.90e-02 -2.89e-02 -8.80e-03 -5.56e-02
## 1222 -1.83e-02  3.67e-02  1.86e-02 -3.95e-03 -4.41e-02 -1.02e-02 -6.40e-02
## 1223 -6.23e-03  7.12e-03 -1.54e-03  3.01e-03  2.79e-03  1.33e-03 -1.11e-02
## 1224 -8.43e-03  1.79e-03  1.66e-02  3.09e-03 -1.88e-02 -1.38e-02 -2.85e-02
## 1225  3.93e-03 -8.25e-03 -1.05e-02  6.05e-03  2.74e-03  3.16e-03 -1.68e-02
## 1226 -7.85e-03 -3.45e-02  1.06e-02  1.69e-02  6.23e-02 -1.38e-02  8.90e-02
## 1227 -1.77e-02 -1.52e-03  1.56e-02  1.46e-02 -3.15e-03 -2.22e-02 -3.18e-02
## 1228  8.44e-03 -1.07e-02 -1.49e-02  4.24e-03  2.76e-03  5.58e-03 -2.18e-02
## 1229  3.78e-04  1.01e-04 -4.21e-04 -3.17e-04  6.55e-04 -1.26e-03 -2.08e-03
## 1230 -3.54e-04 -9.48e-03  3.88e-03  1.04e-02 -1.27e-02 -6.22e-03  2.00e-02
## 1231 -4.25e-04  1.36e-03 -1.46e-03  7.93e-04 -1.96e-04  7.68e-05 -2.47e-03
## 1232  2.77e-02 -2.31e-02 -1.00e-02 -8.61e-03 -1.26e-02 -3.20e-02 -5.93e-02
## 1233 -1.88e-03  7.26e-03  2.01e-03 -1.93e-03 -9.61e-05 -1.89e-03  1.01e-02
## 1234 -4.30e-02  3.77e-02  2.38e-02  1.16e-02 -1.60e-02  3.86e-03 -5.56e-02
## 1235 -9.33e-03 -9.79e-03  2.97e-02 -9.21e-03  1.27e-02 -1.34e-02 -4.21e-02
## 1236  2.26e-03 -1.16e-03 -9.36e-03  6.27e-03  2.42e-03  2.65e-03  1.59e-02
## 1237 -5.24e-03  1.62e-02  2.53e-03 -3.65e-03 -5.21e-03  5.36e-03  2.04e-02
## 1238  1.14e-02 -1.68e-02  6.67e-03 -9.39e-03 -1.26e-02  2.65e-02  4.23e-02
## 1239  2.61e-02 -1.21e-02 -1.97e-02 -7.89e-03 -1.32e-03 -1.32e-03  2.75e-02
## 1240  7.66e-03 -7.16e-03 -4.35e-03 -9.56e-04 -4.04e-04  2.91e-05  9.77e-03
## 1241  1.39e-03 -4.71e-04 -1.86e-03 -2.08e-03 -4.34e-04  4.10e-03 -7.37e-03
## 1242  7.91e-02  8.50e-03 -9.52e-02 -2.10e-02 -8.87e-03  8.18e-03  1.06e-01
## 1243  2.32e-02  6.64e-02 -7.20e-02 -2.91e-02  1.38e-01 -2.29e-02  1.89e-01
## 1244 -2.19e-02 -1.87e-03  2.51e-02  1.38e-02 -8.72e-03  1.84e-03  3.27e-02
## 1245 -7.01e-05 -3.89e-03 -8.80e-04  2.28e-03 -1.08e-03  2.60e-03 -6.22e-03
## 1246 -2.96e-05 -1.84e-05 -1.29e-05  3.76e-05  2.44e-05  3.45e-05 -8.39e-05
## 1247 -2.53e-02 -2.77e-03  2.02e-02  2.22e-02 -2.45e-03 -2.94e-02 -4.31e-02
## 1248  7.44e-03  7.11e-03  8.84e-03 -1.00e-02 -7.35e-03 -1.56e-02  3.77e-02
## 1249 -5.17e-03 -1.25e-03  3.88e-03  3.39e-03 -3.97e-04  1.25e-03 -6.70e-03
## 1250 -1.28e-03 -1.03e-03 -1.08e-03  1.41e-03  2.33e-03  2.00e-03 -5.33e-03
## 1251 -3.15e-03  6.24e-04  1.52e-02 -1.29e-02  1.29e-03  2.14e-02  2.90e-02
## 1252  9.46e-03 -1.01e-02  4.36e-03 -8.07e-03  3.34e-03  7.77e-04  2.02e-02
## 1253  3.85e-03 -1.65e-02 -4.29e-03  1.06e-04  7.04e-03  1.61e-02 -2.69e-02
## 1254 -2.52e-02 -4.24e-05  2.21e-02  3.12e-02 -2.87e-02 -5.23e-02 -6.30e-02
## 1255  5.84e-02 -2.19e-02 -4.78e-02 -3.91e-02  2.46e-02  1.45e-02 -7.31e-02
## 1256  3.95e-02  8.74e-03 -4.08e-02  4.27e-04 -4.25e-02 -1.63e-02  7.32e-02
## 1257 -3.22e-02  2.77e-02  3.07e-02 -3.57e-03  1.55e-03 -1.58e-02 -5.31e-02
## 1258 -2.23e-03  4.29e-02  1.11e-02 -1.46e-02 -3.09e-02 -1.30e-02  6.76e-02
## 1259 -2.14e-03 -1.78e-03 -1.87e-03  2.06e-03  4.99e-03  3.67e-03 -9.62e-03
## 1260 -2.66e-04 -1.39e-04 -2.05e-04  6.00e-04 -2.17e-04 -2.75e-04 -9.21e-04
## 1261  1.69e-03 -2.37e-02 -6.02e-03  1.33e-02 -2.34e-03  3.34e-03 -3.34e-02
## 1262 -1.38e-03  5.03e-04  2.47e-03  3.18e-03 -7.44e-03 -1.15e-03  1.04e-02
## 1263  1.31e-02  6.76e-03 -1.19e-02 -6.63e-03  2.23e-02 -7.04e-02 -9.02e-02
## 1264 -2.02e-02  5.38e-03  3.65e-02  2.14e-03  8.53e-04 -6.87e-02 -8.90e-02
## 1265 -9.40e-02 -3.12e-02  3.08e-02  1.37e-01 -9.91e-02  9.41e-02  2.30e-01
## 1266 -3.08e-02 -2.68e-03  2.88e-02  2.62e-02 -2.04e-02 -3.25e-02 -5.37e-02
## 1267  2.12e-02 -2.99e-02 -9.70e-03 -2.03e-02  2.08e-02  3.00e-02 -5.40e-02
## 1268 -4.45e-03 -5.04e-03 -9.25e-03  1.93e-02 -4.20e-02  8.76e-03 -5.74e-02
## 1269 -2.19e-02  2.68e-02 -3.64e-02  6.63e-02 -4.61e-02 -1.27e-02  9.66e-02
## 1270  1.68e-02 -1.10e-03 -1.07e-02 -3.10e-02  6.09e-03  4.07e-02 -5.57e-02
## 1271  3.62e-03 -7.17e-03  2.80e-03 -1.81e-03 -3.99e-03  7.69e-03  1.46e-02
## 1272  1.18e-02 -1.12e-02  2.45e-03 -7.68e-03 -3.59e-03 -1.25e-03  1.91e-02
## 1273 -1.75e-03  1.36e-02 -5.60e-03 -1.03e-02  8.66e-03  1.23e-02 -2.58e-02
## 1274  6.23e-03 -6.31e-03  1.37e-03 -3.75e-03 -2.17e-03 -8.64e-04  1.04e-02
## 1275 -7.80e-06 -1.11e-02 -2.56e-03  8.72e-03 -8.48e-03  3.16e-03 -1.85e-02
## 1276 -4.71e-02 -6.71e-03  1.69e-02  9.11e-02 -6.68e-02 -4.66e-02  1.08e-01
## 1277 -1.96e-03  9.18e-03 -3.84e-03 -5.78e-03  5.52e-03  8.04e-03 -1.74e-02
## 1278 -8.58e-02  6.83e-02  3.20e-02  5.68e-02 -7.68e-02  1.04e-01  2.08e-01
## 1279 -4.17e-04  1.79e-04 -1.10e-03  3.74e-03 -4.73e-03 -7.35e-03 -8.80e-03
## 1280 -1.91e-02  3.05e-02  3.22e-02 -4.29e-02  2.50e-02  3.27e-02 -7.16e-02
## 1281 -2.66e-02  2.03e-02  2.45e-02 -8.85e-04 -1.13e-02  2.56e-03 -4.12e-02
## 1282 -2.58e-04 -1.22e-03 -2.41e-03  1.39e-03 -3.26e-03  4.00e-03 -1.00e-02
## 1283  1.19e-03 -3.17e-02 -8.97e-03  4.03e-02 -3.06e-02 -4.97e-02 -7.28e-02
## 1284  6.87e-03 -4.73e-03 -2.72e-02  1.11e-02  2.57e-03  7.02e-03 -3.60e-02
## 1285  2.37e-02 -9.81e-02  1.79e-02  6.31e-03 -7.26e-03  8.42e-02  1.38e-01
## 1286 -8.46e-04 -3.43e-03  1.09e-03  2.28e-03 -2.04e-03  4.87e-03  7.75e-03
## 1287 -1.94e-02  2.02e-02  2.13e-02 -1.02e-02  1.01e-02 -7.69e-03 -3.92e-02
## 1288  5.24e-04 -4.89e-05 -1.14e-03  7.63e-04 -1.33e-03  5.35e-04  2.34e-03
## 1289 -1.03e-03  2.45e-03 -9.86e-04 -5.16e-05 -7.71e-05  4.39e-04 -3.98e-03
## 1290  3.13e-03  1.08e-03 -1.37e-02  1.94e-02 -3.71e-02 -4.67e-02 -7.01e-02
## 1291 -3.30e-03 -5.00e-03  4.92e-03  3.39e-03 -1.16e-03 -2.73e-03 -8.95e-03
## 1292 -2.49e-02 -2.06e-02  4.46e-02  3.10e-03 -6.72e-03  1.21e-02 -5.39e-02
## 1293  2.13e-03 -6.01e-04 -2.69e-03 -5.01e-03  7.86e-03  4.48e-03 -1.16e-02
## 1294 -1.14e-02  1.25e-03  2.92e-02 -2.17e-02  2.32e-02 -3.83e-03 -5.14e-02
## 1295  1.34e-02  4.33e-04 -2.29e-02  5.90e-03 -7.55e-03 -1.94e-03  2.63e-02
## 1296  6.41e-03  2.23e-02 -1.96e-02 -3.50e-03 -2.46e-02  6.53e-03 -4.27e-02
## 1297  1.24e-02  5.87e-04  7.01e-03 -4.08e-02  2.13e-02  6.85e-02  7.49e-02
## 1298 -9.35e-03  6.13e-03 -3.25e-03  6.92e-03  1.27e-03  7.26e-03 -1.88e-02
## 1299  3.80e-03  3.52e-03 -5.39e-03 -3.05e-03 -1.90e-04 -9.80e-04 -7.72e-03
## 1300  3.56e-04  1.55e-05 -4.41e-04 -3.93e-04  4.60e-04 -4.30e-04 -1.56e-03
## 1301  9.79e-05 -1.85e-04  7.51e-05 -3.39e-05  1.13e-04 -9.49e-05  3.57e-04
## 1302 -1.19e-02 -8.80e-03 -2.32e-02  4.08e-02  1.78e-02  8.73e-04  6.39e-02
## 1303  2.29e-02 -2.14e-02 -3.12e-02 -2.80e-03  1.07e-02  2.23e-02 -4.73e-02
## 1304  1.50e-02  9.39e-03 -8.74e-03  1.31e-02 -7.54e-02 -6.86e-02 -1.01e-01
## 1305  5.66e-03 -7.56e-04 -6.25e-03 -8.66e-03  3.91e-03  7.86e-03 -2.15e-02
## 1306  1.24e-02 -1.36e-02  1.96e-02 -3.29e-02  1.20e-02  4.45e-03 -4.81e-02
## 1307 -1.96e-03  5.00e-02  1.28e-02 -2.22e-02 -2.19e-02 -1.18e-02  7.38e-02
## 1308  7.52e-04  5.30e-04  5.17e-04 -9.95e-04 -7.88e-04 -8.49e-04  2.58e-03
## 1309  2.16e-04  6.18e-04 -5.98e-04  1.23e-04 -3.61e-04 -3.03e-04  1.10e-03
## 1310  4.56e-03  2.65e-03  2.25e-03 -7.28e-03 -3.38e-04 -2.63e-03  1.22e-02
## 1311 -1.03e-01  3.72e-02  2.19e-02  1.53e-01 -1.02e-01 -7.85e-02  1.81e-01
## 1312  2.86e-02  5.57e-03 -2.43e-02 -1.68e-02 -4.95e-03 -2.13e-03  3.37e-02
## 1313 -1.97e-04  1.03e-03  1.39e-04 -1.30e-04 -5.01e-04 -5.88e-04  1.33e-03
## 1314 -4.74e-03 -2.27e-03 -3.37e-03  9.00e-03  4.21e-03 -7.12e-03 -1.71e-02
## 1315  4.70e-02 -2.17e-02 -4.46e-02 -1.59e-02  2.80e-03 -4.63e-03 -6.06e-02
## 1316 -6.19e-03  1.83e-02  5.72e-03 -1.56e-03 -1.55e-02  4.68e-03  3.12e-02
## 1317  9.67e-03 -1.12e-02 -3.81e-03 -9.31e-03  5.24e-03  1.18e-02 -2.11e-02
## 1318 -1.43e-02  4.91e-03  8.80e-03  4.85e-03  1.16e-03  6.13e-03 -1.70e-02
## 1319 -3.88e-03  3.39e-02 -3.39e-02  1.24e-02 -1.74e-02  1.88e-03 -5.75e-02
## 1320 -6.07e-04  6.73e-04  1.15e-03 -7.09e-04 -3.53e-04  1.40e-03  2.22e-03
## 1321 -4.24e-03 -2.80e-02  3.02e-02 -1.26e-02  1.06e-02  5.65e-03 -5.31e-02
## 1322  3.85e-02 -2.93e-02 -1.28e-02 -4.16e-02  4.21e-02  5.05e-03 -7.33e-02
## 1323 -5.06e-04  1.00e-03  9.52e-04 -9.88e-04 -1.57e-05  9.39e-05 -1.91e-03
## 1324 -4.23e-03  3.57e-03 -1.78e-03  2.43e-03  2.49e-03  2.42e-03 -9.06e-03
## 1325  6.31e-04 -9.73e-04  1.69e-04 -7.34e-04  4.68e-04  1.40e-03  1.79e-03
## 1326  4.85e-03  3.54e-04 -3.94e-03 -9.18e-03  1.40e-02 -5.52e-04 -1.91e-02
## 1327  3.49e-02  4.18e-02 -4.21e-02 -4.36e-02 -8.82e-03  6.87e-02  1.06e-01
## 1328 -6.09e-03 -1.17e-03  3.13e-03  4.51e-03  1.56e-02 -1.86e-03  2.17e-02
## 1329 -1.56e-02  2.11e-02 -4.10e-03  1.01e-02 -8.28e-03  1.16e-03 -2.98e-02
## 1330 -1.92e-03  3.11e-03 -6.65e-04  8.18e-05  1.56e-03  9.40e-04 -4.40e-03
## 1331 -1.95e-02 -1.20e-02  1.88e-02 -2.59e-02  1.01e-01  1.14e-01  1.55e-01
## 1332 -3.09e-02 -1.03e-02  1.41e-02  1.04e-02  9.95e-02  3.10e-02  1.22e-01
## 1333 -3.66e-03  1.49e-03  2.40e-03  5.48e-04  1.88e-03  1.30e-03 -4.66e-03
## 1334  7.46e-03  1.99e-03 -4.13e-03 -8.27e-03  6.23e-05 -7.35e-03 -1.82e-02
## 1335  7.40e-03  1.95e-03 -5.62e-03 -4.49e-03  9.54e-04 -3.78e-03  1.04e-02
## 1336  7.89e-03 -1.48e-02 -5.68e-03  6.10e-03  7.77e-03 -3.18e-02 -4.33e-02
## 1337  1.36e-01 -2.96e-02 -9.84e-02 -8.07e-02  3.72e-02 -7.44e-02 -1.85e-01
## 1338  4.40e-04  3.29e-04  3.21e-04 -4.80e-04 -8.24e-04 -5.96e-04  1.70e-03
## 1339 -1.55e-02 -4.00e-03  1.37e-02  3.54e-03  1.14e-02  8.75e-03 -2.50e-02
## 1340  7.04e-03 -7.13e-03  1.55e-03 -4.24e-03 -2.45e-03 -9.76e-04  1.18e-02
## 1341  3.34e-03 -1.05e-02 -2.84e-03  2.03e-03 -3.38e-03  5.94e-03 -1.60e-02
## 1342 -4.39e-03 -3.40e-03 -4.31e-03  9.61e-03 -8.60e-03  5.10e-03 -2.09e-02
## 1343  2.78e-03  5.42e-03  1.07e-02 -4.50e-03 -9.65e-03 -8.48e-03  3.73e-02
## 1344 -5.88e-03 -3.27e-03 -4.29e-03  1.04e-02  4.39e-03 -3.93e-03 -1.96e-02
## 1345  5.41e-03 -1.44e-02 -4.65e-03  5.21e-03  2.18e-03 -1.18e-02 -2.50e-02
## 1346  5.98e-04 -1.65e-03  7.60e-04  1.19e-03 -1.86e-03 -2.50e-03  4.06e-03
## 1347 -8.19e-03  1.46e-02  1.54e-02 -2.06e-02  3.58e-03  2.01e-02 -3.60e-02
## 1348 -3.42e-02  4.08e-02  2.36e-02 -4.91e-03 -1.02e-02  9.55e-03 -5.52e-02
## 1349 -2.39e-02  4.35e-02  1.27e-02 -1.91e-02  8.20e-02 -5.33e-04  1.07e-01
## 1350  9.34e-03 -3.07e-03 -5.49e-03 -3.15e-03 -3.58e-03 -2.29e-03  1.09e-02
## 1351  2.61e-02 -8.99e-03 -1.60e-02 -1.15e-02  5.61e-03 -9.23e-03  3.09e-02
## 1352 -1.98e-02 -5.56e-03  8.76e-03  1.04e-02  5.90e-02  7.50e-03  7.38e-02
## 1353  6.43e-03 -6.55e-03 -2.43e-03 -7.59e-03  8.68e-03  5.91e-03 -1.43e-02
## 1354  5.08e-03 -2.30e-02 -6.15e-03  2.97e-03  8.15e-03  1.48e-02 -3.42e-02
## 1355  5.07e-02  5.45e-02 -1.89e-02 -1.31e-01  6.80e-02  7.06e-02 -1.49e-01
## 1356  8.95e-03 -3.51e-03 -1.05e-02  1.08e-03 -2.09e-03 -1.34e-03  1.22e-02
## 1357  6.32e-03  1.21e-03 -6.78e-03 -5.57e-03  5.93e-03 -1.40e-02 -2.76e-02
## 1358 -2.15e-02 -4.75e-03  3.22e-02 -1.17e-02  2.65e-02  5.08e-02  6.56e-02
## 1359  7.93e-03 -9.77e-03  4.29e-03 -4.50e-03 -1.87e-03 -8.48e-04  1.86e-02
## 1360  3.66e-02 -4.01e-02 -2.29e-02  1.26e-03 -6.73e-03  5.92e-03  5.27e-02
## 1361 -6.49e-03 -3.70e-04  5.30e-03  6.09e-03  3.06e-04 -1.14e-02 -1.42e-02
## 1362 -6.94e-03 -4.34e-03 -3.39e-03  1.10e-02 -2.32e-03  7.99e-03 -2.04e-02
## 1363  1.23e-02 -1.13e-02 -4.54e-03 -1.06e-02  9.97e-03 -2.48e-04 -2.32e-02
## 1364 -3.90e-03 -6.24e-03  5.70e-03  3.24e-03 -2.71e-03  2.64e-03 -1.08e-02
## 1365  1.24e-02 -1.03e-02  4.82e-03 -1.06e-02  3.58e-03 -4.33e-03  2.48e-02
## 1366 -4.92e-03 -4.08e-03 -4.28e-03  4.72e-03  1.15e-02  8.42e-03 -2.21e-02
## 1367  1.55e-03 -2.88e-03 -1.03e-03  4.16e-04  1.49e-03 -3.31e-03 -6.06e-03
## 1368 -1.07e-02 -1.27e-02  1.04e-02  9.97e-03  7.86e-04  4.39e-03 -2.17e-02
## 1369  3.26e-03 -2.06e-02 -5.06e-03  1.39e-02 -2.38e-02  6.30e-03 -3.88e-02
## 1370  3.79e-02 -3.33e-02  1.54e-02 -3.13e-02 -2.01e-02  1.68e-02  7.87e-02
## 1371  5.91e-02 -2.15e-02 -5.48e-02 -9.03e-03 -6.37e-03 -5.68e-02 -9.54e-02
## 1372  3.54e-02 -2.85e-02 -6.71e-03 -3.90e-02  3.39e-02  1.15e-02 -5.91e-02
## 1373 -1.50e-03  1.64e-02 -6.24e-03 -8.49e-03 -4.94e-03  1.13e-02 -2.93e-02
## 1374  5.75e-03 -3.96e-03 -1.81e-02  2.71e-02 -1.26e-01  1.51e-02 -1.49e-01
## 1375 -4.50e-02 -2.33e-02 -6.79e-02  1.91e-01 -1.28e-01 -4.01e-02  2.28e-01
## 1376 -9.87e-03  1.42e-02 -5.96e-03  5.43e-03  4.63e-03 -4.88e-03 -2.59e-02
## 1377  8.41e-03  1.00e-02 -1.91e-02 -6.00e-03  5.25e-03  3.93e-03 -2.48e-02
## 1378 -2.19e-02 -1.70e-01  3.26e-02  1.50e-01 -6.53e-02 -2.57e-02  2.28e-01
## 1379  3.85e-04 -4.71e-04 -1.72e-04 -4.09e-04  6.91e-04  2.13e-04 -1.00e-03
## 1380  1.19e-03  8.15e-04  7.42e-04 -1.41e-03 -1.83e-03 -1.30e-03  4.07e-03
## 1381  1.11e-02  9.38e-03 -1.88e-02  2.87e-04 -3.86e-03 -9.28e-03  2.39e-02
## 1382 -1.65e-02 -4.02e-03  1.30e-02  9.21e-03  1.27e-03  5.19e-03 -2.18e-02
## 1383  3.41e-03  7.93e-03 -1.84e-02  1.11e-03  4.75e-03  5.69e-03 -2.46e-02
## 1384  7.32e-03 -2.10e-02 -5.93e-03 -1.72e-03  9.31e-03  1.55e-02 -3.22e-02
## 1385  1.62e-02  2.88e-03 -1.70e-02 -9.23e-03  1.86e-02 -4.95e-03  3.13e-02
## 1386  1.41e-02  2.52e-02 -2.30e-02 -7.98e-03  2.76e-03 -1.34e-02  4.23e-02
## 1387 -1.13e-02 -2.98e-03  8.20e-03  7.44e-03 -1.72e-03  5.19e-03 -1.55e-02
## 1388  1.50e-02  4.04e-03 -1.26e-02 -5.86e-03 -2.91e-03 -1.05e-02  2.26e-02
## 1389 -3.03e-04  1.03e-02  2.86e-03 -9.12e-03  6.43e-04  9.61e-03  1.83e-02
## 1390 -2.59e-03 -2.00e-03 -2.53e-03  5.66e-03 -5.06e-03  3.00e-03 -1.23e-02
## 1391 -1.97e-02 -2.93e-03  1.46e-02  1.73e-02 -1.60e-03 -1.65e-02 -2.91e-02
## 1392 -1.04e-02 -8.82e-04  1.48e-02 -3.91e-03  1.34e-02 -3.74e-03 -2.57e-02
## 1393  3.31e-03 -1.31e-02 -3.45e-03  3.90e-03 -4.66e-03  6.82e-03 -1.99e-02
## 1394 -1.54e-03 -9.02e-04 -8.20e-04  2.69e-03 -7.09e-04  8.61e-04 -4.35e-03
## 1395  1.46e-04  3.76e-02  1.16e-02 -4.26e-02 -1.20e-02  7.87e-02  1.04e-01
## 1396  4.98e-05 -4.06e-03 -9.57e-04  2.76e-03 -1.94e-03  1.42e-03 -6.29e-03
## 1397 -9.89e-03  1.19e-02 -1.75e-02  2.79e-02 -2.17e-02  7.94e-03  4.81e-02
## 1398  1.82e-03  4.99e-02  4.01e-02 -9.65e-02  4.93e-02  2.62e-02 -1.20e-01
## 1399 -1.06e-03  1.71e-03 -7.13e-04  4.54e-04 -7.92e-04  8.99e-04 -3.31e-03
## 1400  2.84e-03 -9.32e-06 -1.89e-03 -4.42e-03 -4.16e-04  4.74e-03 -8.44e-03
## 1401  1.13e-02 -2.33e-02 -6.73e-03 -8.70e-03  1.07e-02  2.70e-02 -4.09e-02
## 1402 -1.02e-01  4.22e-02  2.36e-02  1.08e-01 -1.12e-02 -9.84e-03  1.48e-01
## 1403 -1.47e-02  2.83e-02 -6.01e-03 -3.37e-03  1.53e-02  9.72e-03 -3.91e-02
## 1404 -1.04e-02  2.18e-02  5.80e-03 -6.72e-03  3.84e-02 -1.60e-02  5.53e-02
## 1405  2.27e-03  5.17e-02 -1.65e-02 -1.10e-02 -9.71e-02  1.75e-02 -1.33e-01
## 1406 -1.43e-02  3.39e-03  4.64e-02 -3.11e-02  2.88e-02  2.63e-02  6.71e-02
## 1407  4.44e-02  1.30e-02 -1.46e-02 -6.46e-02  2.89e-02 -2.25e-02 -8.98e-02
## 1408  2.55e-02 -7.32e-03 -1.40e-02 -1.35e-02 -1.08e-03 -3.07e-03  2.74e-02
## 1409 -1.37e-03  3.42e-03 -9.85e-03  6.66e-03 -4.65e-04  9.26e-04 -1.48e-02
## 1410  1.45e-02 -4.90e-04 -2.07e-02 -5.64e-03 -2.16e-03  8.82e-03 -2.61e-02
## 1411 -1.40e-03  2.05e-02 -7.09e-03 -4.94e-03 -1.25e-02 -4.73e-03 -3.28e-02
## 1412 -4.70e-03 -1.91e-03 -1.99e-03  8.73e-03  1.45e-03 -5.46e-03 -1.25e-02
## 1413 -3.23e-02  1.42e-02  2.17e-02  1.60e-02 -2.08e-02  3.23e-03 -4.21e-02
## 1414  9.93e-03 -7.33e-03 -4.53e-03 -5.81e-03  1.90e-04  7.86e-03  1.34e-02
## 1415  1.45e-02  2.71e-03 -6.75e-03 -1.45e-02 -2.47e-02  6.40e-03 -4.14e-02
## 1416 -1.40e-02  7.73e-03  1.10e-02 -2.65e-03  1.06e-02  7.76e-03 -2.16e-02
## 1417  1.50e-02 -3.43e-02 -9.25e-03  4.34e-03 -3.27e-02  2.95e-02 -6.82e-02
## 1418 -1.59e-03  1.99e-03 -1.00e-03 -3.67e-04  2.52e-03  3.02e-03 -5.48e-03
## 1419  5.42e-03 -1.18e-02 -3.53e-03 -8.95e-05 -2.98e-04  4.18e-03 -1.69e-02
## 1420 -2.00e-03 -8.95e-03  1.05e-02 -1.32e-03  4.18e-03 -9.98e-03 -2.18e-02
## 1421  1.05e-02  4.24e-05 -9.97e-03 -1.63e-02  1.43e-02  3.63e-03 -3.51e-02
## 1422  3.04e-02 -3.63e-02 -4.40e-02  2.72e-02  7.61e-03 -2.16e-02  6.89e-02
## 1423  4.20e-03 -1.92e-02 -6.29e-03  1.37e-02  7.47e-03 -3.16e-02 -4.60e-02
## 1424  1.84e-03 -3.67e-03  1.17e-02 -6.91e-03 -2.23e-03 -4.31e-03  1.84e-02
## 1425  3.54e-03 -1.40e-02 -3.69e-03  4.16e-03 -4.97e-03  7.28e-03 -2.12e-02
## 1426 -4.06e-03  6.58e-03 -2.86e-03  5.57e-04 -2.30e-03  7.33e-03 -1.47e-02
## 1427  1.78e-03 -1.88e-02 -4.71e-03  7.10e-03  2.41e-03  9.77e-03 -2.73e-02
## 1428 -9.00e-03 -2.22e-02  2.63e-02  5.41e-03  1.63e-02 -4.53e-02 -6.96e-02
## 1429  1.49e-03 -1.11e-02 -2.81e-03  5.88e-04  8.37e-03  1.07e-02 -1.91e-02
## 1430 -1.43e-02  5.69e-02 -1.00e-02  1.52e-03 -1.02e-02 -5.19e-02 -8.00e-02
## 1431 -1.32e-03  2.11e-04  6.19e-03 -1.25e-02  3.93e-02  1.10e-02  4.49e-02
## 1432 -1.09e-03  2.49e-02  5.83e-03 -2.01e-02  2.59e-02 -6.45e-03  4.52e-02
## 1433 -1.87e-03  3.28e-03  1.01e-02 -1.04e-02  4.62e-02 -1.22e-02  6.25e-02
## 1434  2.41e-02 -7.14e-03 -1.38e-02 -1.07e-02 -6.79e-04 -8.49e-03  2.75e-02
## 1435  2.32e-02 -3.47e-02  4.46e-02 -7.04e-02  1.68e-02  3.97e-02 -1.07e-01
## 1436  1.89e-02  5.41e-03 -1.33e-02 -2.10e-02  1.87e-02 -3.58e-02 -6.55e-02
## 1437  4.65e-03 -4.43e-03  9.53e-04 -3.21e-03 -8.99e-04 -3.70e-04  7.44e-03
## 1438  6.31e-02  8.18e-03 -1.01e-01  3.62e-02 -3.06e-02 -4.12e-02  1.48e-01
## 1439  2.18e-03  5.80e-04 -1.40e-03 -1.47e-03 -7.50e-04 -5.02e-04  2.88e-03
## 1440 -5.32e-04  1.42e-03  2.63e-03  1.20e-03  8.95e-04 -8.40e-03  1.23e-02
## 1441 -3.23e-03  8.61e-03 -2.99e-03  3.38e-03  3.45e-04 -1.55e-02 -1.99e-02
## 1442  2.88e-02 -2.65e-02  3.70e-02 -7.24e-02 -1.11e-03  4.84e-02 -1.05e-01
## 1443  3.67e-04 -5.69e-04 -9.38e-04  9.39e-04 -2.83e-05 -1.51e-03 -2.07e-03
## 1444  3.01e-02 -5.81e-03 -5.13e-02 -3.21e-02  1.23e-01  6.43e-02  1.47e-01
## 1445 -5.96e-02  9.52e-02  1.61e-01 -9.90e-02 -1.86e-02 -1.11e-01 -2.65e-01
## 1446 -1.27e-02  2.00e-02  5.68e-03 -1.60e-03  3.50e-02 -1.70e-02  5.25e-02
## 1447  4.25e-04  9.15e-04  1.56e-03 -8.87e-04  6.07e-04 -2.77e-03  6.16e-03
## 1448 -1.25e-02 -2.41e-02  2.37e-02  1.22e-02 -2.70e-02  9.24e-03 -5.01e-02
## 1449 -7.03e-03  5.16e-04  6.28e-03  1.29e-02 -1.08e-02 -9.86e-03  2.41e-02
## 1450 -2.73e-03 -3.42e-03 -4.63e-03  2.53e-03  6.87e-03  9.16e-03 -1.97e-02
## 1451 -5.16e-03  1.99e-02  5.29e-03 -4.83e-03  4.04e-03 -1.10e-02  2.95e-02
## 1452 -2.35e-03  1.37e-02 -5.27e-03 -5.33e-03 -4.90e-03  8.98e-03 -2.45e-02
## 1453  2.23e-02 -1.25e-02 -6.66e-03 -1.63e-02  6.44e-03 -2.15e-02 -4.29e-02
## 1454  2.78e-03  5.09e-03 -5.13e-03 -2.10e-03 -2.88e-05  2.28e-03  9.01e-03
## 1455  1.35e-02  5.89e-03 -9.16e-03 -8.76e-03  4.64e-03 -4.64e-02 -5.99e-02
## 1456  1.20e-02 -1.86e-02 -6.16e-03 -1.12e-02  1.97e-02  1.26e-02 -3.39e-02
## 1457  1.14e-02 -1.08e-02 -1.62e-02  2.90e-03 -3.64e-03  5.73e-03 -2.31e-02
## 1458  2.00e-02 -3.18e-02 -1.03e-02 -1.36e-02  1.79e-02  1.79e-02 -5.08e-02
## 1459  4.57e-03 -1.58e-02 -4.36e-03 -4.45e-04  8.62e-03  1.14e-02 -2.44e-02
## 1460 -2.79e-03  2.74e-03 -1.16e-03  2.91e-03  1.11e-04 -2.93e-03 -6.18e-03
## 1461  1.83e-03  1.28e-03 -2.41e-03 -8.17e-04 -1.39e-04 -5.27e-04  3.02e-03
## 1462 -2.19e-02 -4.50e-03  8.65e-03  3.70e-02 -2.56e-02 -3.55e-03  4.70e-02
## 1463  1.48e-02 -2.03e-02 -1.16e-02  1.18e-03  2.12e-02 -6.15e-03  3.55e-02
## 1464  8.67e-03  8.51e-03  9.57e-03 -1.46e-02  1.03e-02 -2.57e-02  4.93e-02
## 1465 -7.75e-04 -5.20e-04 -4.08e-04  1.03e-03  4.25e-04  1.09e-03 -2.40e-03
## 1466 -8.07e-03  2.33e-02 -8.86e-03  6.05e-04  4.21e-03 -1.47e-02 -3.85e-02
## 1467  8.76e-03 -3.83e-02  7.11e-03  7.36e-03  1.37e-03  1.17e-02  4.45e-02
## 1468  7.95e-03  4.79e-03  4.36e-03 -1.32e-02  1.22e-03 -5.11e-03  2.26e-02
## 1469  2.02e-04  3.22e-03  2.67e-02 -3.69e-02  6.13e-03  1.88e-02 -5.39e-02
## 1470  4.55e-03 -8.29e-04 -9.49e-03  2.08e-04  2.74e-03  1.67e-03 -1.14e-02
##      cov.r   cook.d      hat inf
## 1    1.012 2.79e-04 0.008854   *
## 2    1.004 1.42e-03 0.005909    
## 3    1.005 3.53e-04 0.003311    
## 4    1.004 2.20e-04 0.002123    
## 5    1.014 1.46e-04 0.010105   *
## 6    1.006 1.29e-04 0.002667    
## 7    1.002 3.45e-03 0.007963    
## 8    1.008 1.44e-05 0.003858    
## 9    1.004 1.50e-04 0.001708    
## 10   1.006 8.83e-05 0.002955    
## 11   1.004 1.55e-04 0.001789    
## 12   1.006 3.88e-05 0.002207    
## 13   1.007 1.24e-04 0.004007    
## 14   1.006 5.94e-05 0.002660    
## 15   1.005 1.86e-04 0.002540    
## 16   1.001 6.51e-04 0.002856    
## 17   1.006 6.73e-05 0.002691    
## 18   1.007 9.46e-05 0.003750    
## 19   1.012 1.90e-05 0.007558    
## 20   1.005 7.27e-05 0.001551    
## 21   1.007 7.95e-05 0.003429    
## 22   1.005 4.38e-04 0.003725    
## 23   0.999 8.89e-04 0.002905    
## 24   1.007 9.42e-09 0.003342    
## 25   1.006 1.89e-04 0.003279    
## 26   0.991 2.70e-03 0.003879    
## 27   1.006 2.96e-04 0.003529    
## 28   1.007 1.66e-05 0.002909    
## 29   1.008 3.88e-04 0.005475    
## 30   0.959 7.64e-03 0.003776   *
## 31   1.005 5.59e-05 0.001604    
## 32   1.009 8.10e-06 0.004655    
## 33   1.001 3.67e-04 0.001965    
## 34   1.005 4.74e-04 0.003739    
## 35   1.007 1.76e-09 0.003087    
## 36   1.003 6.33e-04 0.003370    
## 37   1.003 1.47e-03 0.005410    
## 38   1.004 1.12e-04 0.001741    
## 39   1.011 5.88e-04 0.008352    
## 40   1.005 1.06e-06 0.000964    
## 41   1.005 1.32e-04 0.002413    
## 42   1.007 5.94e-07 0.003323    
## 43   1.007 8.76e-07 0.003017    
## 44   1.002 3.22e-04 0.001980    
## 45   1.004 2.17e-04 0.002377    
## 46   0.991 3.75e-03 0.004951    
## 47   1.006 7.53e-05 0.002584    
## 48   1.005 1.01e-04 0.002162    
## 49   1.003 2.51e-04 0.001977    
## 50   1.007 1.81e-04 0.004192    
## 51   1.009 5.32e-04 0.007036    
## 52   1.008 2.39e-05 0.003782    
## 53   1.008 1.23e-04 0.004917    
## 54   0.999 4.12e-04 0.001494    
## 55   1.010 2.34e-05 0.005751    
## 56   0.999 1.01e-03 0.002916    
## 57   1.007 5.52e-04 0.005109    
## 58   1.006 8.02e-06 0.002090    
## 59   1.007 1.61e-05 0.002923    
## 60   1.008 7.77e-06 0.003992    
## 61   1.005 3.79e-07 0.001292    
## 62   1.001 1.24e-03 0.004224    
## 63   1.012 1.40e-03 0.011114    
## 64   0.994 7.03e-03 0.008840   *
## 65   1.007 2.31e-05 0.002894    
## 66   0.999 2.17e-03 0.005113    
## 67   1.005 8.30e-06 0.001161    
## 68   1.003 5.62e-04 0.003057    
## 69   1.004 1.81e-04 0.001921    
## 70   1.008 4.60e-06 0.003438    
## 71   1.008 3.17e-03 0.011036    
## 72   1.005 3.99e-05 0.001888    
## 73   1.007 1.64e-05 0.002964    
## 74   1.006 2.22e-07 0.001407    
## 75   1.005 3.94e-05 0.001465    
## 76   1.006 1.31e-04 0.002690    
## 77   1.003 6.70e-04 0.003511    
## 78   0.994 3.54e-03 0.005482    
## 79   0.991 2.56e-03 0.003746    
## 80   1.006 6.76e-04 0.005124    
## 81   1.008 3.48e-05 0.004377    
## 82   1.003 1.05e-04 0.001139    
## 83   1.010 4.76e-04 0.007044    
## 84   1.003 9.39e-04 0.004316    
## 85   1.006 1.39e-05 0.001622    
## 86   1.007 3.45e-04 0.004987    
## 87   1.009 4.07e-06 0.004604    
## 88   0.997 1.70e-03 0.003804    
## 89   1.005 1.06e-04 0.001820    
## 90   1.007 4.18e-05 0.002947    
## 91   1.009 3.97e-04 0.006521    
## 92   1.009 1.39e-03 0.008844    
## 93   1.007 3.31e-05 0.002908    
## 94   1.005 1.09e-04 0.002368    
## 95   1.006 7.81e-05 0.002545    
## 96   1.009 2.51e-03 0.010532    
## 97   1.005 3.13e-04 0.003495    
## 98   1.008 1.35e-08 0.003561    
## 99   1.015 6.88e-03 0.019083   *
## 100  1.000 1.19e-03 0.003885    
## 101  1.003 2.76e-04 0.001955    
## 102  1.008 1.99e-05 0.003928    
## 103  1.007 1.12e-04 0.003409    
## 104  1.003 6.34e-04 0.003616    
## 105  1.009 2.33e-06 0.004592    
## 106  0.989 7.64e-03 0.008120   *
## 107  0.981 3.17e-03 0.003002   *
## 108  1.005 9.83e-05 0.002087    
## 109  1.008 2.14e-06 0.003916    
## 110  1.007 9.15e-05 0.003104    
## 111  1.005 4.86e-04 0.003704    
## 112  1.005 1.20e-06 0.001165    
## 113  0.986 4.34e-03 0.004702   *
## 114  1.008 1.36e-05 0.004105    
## 115  1.007 6.63e-07 0.003348    
## 116  1.004 3.23e-05 0.000953    
## 117  0.999 3.10e-04 0.001258    
## 118  1.003 2.53e-04 0.002056    
## 119  1.005 1.41e-04 0.002488    
## 120  1.010 1.50e-03 0.009426    
## 121  1.003 3.00e-04 0.002420    
## 122  1.008 1.18e-05 0.003970    
## 123  1.002 2.53e-03 0.006862    
## 124  1.001 2.55e-03 0.006646    
## 125  1.007 2.18e-05 0.003231    
## 126  1.006 3.80e-05 0.002659    
## 127  0.995 2.85e-02 0.021895   *
## 128  1.010 6.30e-05 0.005841    
## 129  1.009 1.79e-05 0.004549    
## 130  1.003 9.10e-04 0.004367    
## 131  1.005 6.93e-05 0.001648    
## 132  1.007 1.30e-04 0.003444    
## 133  1.005 6.52e-06 0.001383    
## 134  1.008 1.37e-07 0.003696    
## 135  1.007 1.65e-04 0.003818    
## 136  1.007 2.64e-05 0.002879    
## 137  1.006 4.30e-04 0.004325    
## 138  1.004 9.94e-04 0.004957    
## 139  0.995 9.41e-04 0.002126    
## 140  1.010 3.80e-05 0.006413    
## 141  1.009 2.50e-04 0.005662    
## 142  1.000 5.75e-04 0.002366    
## 143  1.008 5.29e-05 0.004051    
## 144  1.006 6.05e-05 0.002126    
## 145  1.008 6.49e-05 0.003968    
## 146  1.006 4.36e-05 0.002171    
## 147  1.007 1.23e-04 0.003696    
## 148  0.976 2.10e-03 0.001706   *
## 149  1.001 4.37e-04 0.002005    
## 150  1.009 2.08e-06 0.004993    
## 151  0.999 1.44e-03 0.003958    
## 152  1.008 2.00e-05 0.004387    
## 153  0.999 4.79e-03 0.008711    
## 154  0.987 1.20e-02 0.010674   *
## 155  1.003 1.45e-04 0.001292    
## 156  1.007 1.29e-04 0.003747    
## 157  1.009 3.76e-05 0.005426    
## 158  1.004 2.36e-03 0.007480    
## 159  1.008 1.73e-04 0.005020    
## 160  1.004 4.41e-04 0.003088    
## 161  1.008 1.58e-06 0.004322    
## 162  1.012 1.76e-04 0.007859    
## 163  1.010 5.30e-05 0.005841    
## 164  1.015 1.32e-05 0.010331   *
## 165  1.007 2.26e-06 0.002895    
## 166  0.965 4.86e-03 0.002838   *
## 167  0.995 4.37e-04 0.001072    
## 168  1.002 2.09e-04 0.001578    
## 169  1.007 7.10e-05 0.003681    
## 170  1.007 1.91e-04 0.004257    
## 171  1.007 4.76e-06 0.002857    
## 172  1.011 1.59e-04 0.007312    
## 173  1.000 6.67e-04 0.002383    
## 174  1.002 3.24e-04 0.002042    
## 175  1.006 4.72e-04 0.004543    
## 176  1.004 1.30e-03 0.005618    
## 177  1.007 1.63e-04 0.004063    
## 178  1.009 2.10e-06 0.004467    
## 179  1.008 7.69e-04 0.006961    
## 180  1.005 2.12e-04 0.002502    
## 181  1.011 3.06e-04 0.007708    
## 182  1.004 1.14e-04 0.001601    
## 183  1.005 2.89e-04 0.003168    
## 184  1.005 6.90e-04 0.004443    
## 185  1.006 1.11e-03 0.006316    
## 186  1.002 1.40e-04 0.001155    
## 187  0.991 5.23e-03 0.006619    
## 188  1.013 8.86e-04 0.010377   *
## 189  1.006 4.51e-04 0.004188    
## 190  1.000 7.51e-04 0.002762    
## 191  1.015 1.59e-03 0.013862   *
## 192  1.005 1.25e-04 0.002549    
## 193  1.005 5.52e-05 0.001939    
## 194  0.999 1.22e-03 0.003389    
## 195  1.011 1.55e-03 0.010773    
## 196  1.004 1.77e-04 0.001835    
## 197  1.005 6.87e-05 0.001529    
## 198  1.006 5.76e-05 0.002087    
## 199  1.010 3.32e-05 0.006101    
## 200  1.009 4.04e-07 0.004925    
## 201  1.009 1.64e-05 0.004890    
## 202  1.007 1.01e-04 0.003723    
## 203  1.008 1.02e-04 0.004153    
## 204  1.001 2.82e-03 0.006953    
## 205  1.010 6.26e-05 0.006088    
## 206  1.005 1.37e-04 0.002575    
## 207  1.008 2.72e-07 0.003515    
## 208  1.002 8.33e-04 0.003414    
## 209  1.015 3.32e-04 0.011773   *
## 210  1.007 1.00e-04 0.003556    
## 211  1.005 4.89e-04 0.004080    
## 212  1.007 1.95e-04 0.003843    
## 213  0.997 6.71e-04 0.001769    
## 214  1.009 5.98e-04 0.006986    
## 215  1.004 1.65e-04 0.002173    
## 216  0.985 1.62e-03 0.001914   *
## 217  1.007 1.21e-04 0.003915    
## 218  1.005 1.36e-04 0.002600    
## 219  1.005 8.39e-04 0.005120    
## 220  1.005 5.59e-04 0.004435    
## 221  1.009 1.55e-03 0.008837    
## 222  1.005 2.53e-04 0.003273    
## 223  0.998 3.71e-04 0.001196    
## 224  1.007 1.29e-04 0.003552    
## 225  1.007 2.04e-07 0.002850    
## 226  0.999 4.09e-03 0.007930    
## 227  0.999 4.84e-04 0.001842    
## 228  1.007 1.31e-04 0.003947    
## 229  1.006 1.17e-04 0.003201    
## 230  1.008 1.04e-04 0.004127    
## 231  1.002 1.65e-03 0.005308    
## 232  0.994 3.68e-03 0.005641    
## 233  0.997 6.66e-03 0.009537   *
## 234  0.971 5.35e-03 0.003562   *
## 235  1.008 5.67e-04 0.005911    
## 236  1.001 1.00e-03 0.003480    
## 237  1.003 2.06e-03 0.006723    
## 238  1.019 5.34e-04 0.015432   *
## 239  1.005 9.99e-06 0.001484    
## 240  1.010 7.07e-06 0.006196    
## 241  1.002 7.50e-04 0.003524    
## 242  1.007 1.72e-05 0.003091    
## 243  1.006 1.71e-04 0.003457    
## 244  1.001 4.14e-04 0.001888    
## 245  0.998 3.18e-03 0.006437    
## 246  0.988 6.97e-03 0.007285   *
## 247  1.007 2.12e-05 0.003406    
## 248  1.007 1.82e-04 0.003970    
## 249  1.006 3.53e-05 0.002431    
## 250  1.007 5.14e-06 0.002507    
## 251  0.999 7.07e-04 0.002436    
## 252  1.009 3.17e-05 0.004649    
## 253  1.004 8.59e-05 0.001452    
## 254  1.006 1.85e-06 0.002245    
## 255  1.003 2.13e-04 0.001742    
## 256  1.005 1.13e-04 0.002426    
## 257  0.999 6.72e-04 0.002150    
## 258  0.988 4.61e-03 0.005365    
## 259  1.006 1.17e-03 0.006343    
## 260  1.008 7.19e-05 0.004074    
## 261  1.009 1.49e-04 0.005451    
## 262  1.004 6.73e-05 0.001409    
## 263  1.004 5.96e-04 0.003670    
## 264  0.982 2.21e-03 0.002229   *
## 265  1.011 1.93e-04 0.007374    
## 266  1.001 3.68e-04 0.001942    
## 267  1.006 8.84e-08 0.001753    
## 268  1.006 3.41e-07 0.002254    
## 269  1.008 2.03e-04 0.005249    
## 270  0.998 8.82e-04 0.002541    
## 271  1.021 4.33e-05 0.016635   *
## 272  1.005 4.65e-04 0.003637    
## 273  1.006 8.69e-05 0.002350    
## 274  1.008 1.88e-06 0.003746    
## 275  1.009 3.92e-05 0.005005    
## 276  0.987 1.40e-03 0.001785   *
## 277  1.000 1.40e-03 0.004090    
## 278  1.005 3.16e-05 0.001691    
## 279  1.008 6.43e-04 0.006186    
## 280  0.983 6.75e-03 0.006134   *
## 281  0.983 5.00e-03 0.004782   *
## 282  0.997 3.68e-03 0.006704    
## 283  1.007 4.38e-05 0.002844    
## 284  1.000 1.79e-03 0.004810    
## 285  1.006 2.59e-05 0.002076    
## 286  0.990 1.92e-03 0.002819    
## 287  1.009 4.30e-04 0.006427    
## 288  1.010 1.72e-05 0.006002    
## 289  1.007 2.10e-05 0.003003    
## 290  1.006 1.42e-05 0.001835    
## 291  0.978 7.76e-03 0.005915   *
## 292  1.003 8.21e-05 0.001075    
## 293  1.006 9.35e-06 0.002412    
## 294  1.007 6.62e-05 0.003203    
## 295  1.004 2.00e-04 0.002156    
## 296  1.011 1.32e-04 0.006951    
## 297  1.008 3.16e-05 0.004075    
## 298  1.006 4.93e-05 0.002512    
## 299  1.006 2.48e-05 0.002338    
## 300  1.005 3.64e-04 0.003200    
## 301  1.004 1.32e-03 0.005629    
## 302  1.008 1.64e-05 0.004075    
## 303  1.006 1.71e-05 0.002217    
## 304  1.006 3.57e-05 0.002424    
## 305  1.008 8.10e-07 0.004231    
## 306  1.007 2.27e-04 0.004155    
## 307  1.006 8.90e-05 0.002795    
## 308  1.000 3.51e-04 0.001576    
## 309  1.007 1.19e-03 0.006734    
## 310  1.007 1.09e-05 0.002850    
## 311  1.004 1.05e-04 0.001383    
## 312  0.991 4.85e-03 0.006087    
## 313  1.012 2.23e-06 0.007548    
## 314  1.002 1.01e-03 0.003932    
## 315  1.001 3.02e-03 0.007126    
## 316  1.000 9.41e-04 0.003120    
## 317  1.003 1.08e-03 0.004432    
## 318  1.003 9.50e-04 0.004388    
## 319  1.006 2.08e-05 0.002530    
## 320  1.005 1.40e-04 0.002403    
## 321  1.006 8.93e-06 0.001728    
## 322  1.005 6.26e-05 0.001545    
## 323  1.009 8.67e-05 0.005428    
## 324  1.008 6.34e-06 0.004279    
## 325  1.006 2.05e-06 0.001965    
## 326  1.004 1.71e-04 0.001865    
## 327  0.989 4.22e-03 0.005136    
## 328  1.007 9.84e-07 0.002961    
## 329  1.006 2.17e-05 0.001712    
## 330  0.970 7.44e-03 0.004706   *
## 331  1.006 4.40e-04 0.004354    
## 332  1.006 3.08e-04 0.003805    
## 333  1.006 8.18e-04 0.005397    
## 334  1.005 7.82e-04 0.004949    
## 335  0.998 3.00e-03 0.005896    
## 336  1.006 8.43e-05 0.002583    
## 337  1.006 2.44e-04 0.003349    
## 338  1.010 4.61e-05 0.005763    
## 339  1.006 3.91e-07 0.001640    
## 340  1.006 8.35e-05 0.002985    
## 341  1.009 1.73e-05 0.004455    
## 342  1.002 4.42e-04 0.002310    
## 343  1.007 4.17e-05 0.003497    
## 344  1.004 4.57e-04 0.003400    
## 345  1.008 9.06e-06 0.003820    
## 346  1.009 1.46e-06 0.004789    
## 347  1.006 3.65e-05 0.001995    
## 348  1.007 9.06e-04 0.006543    
## 349  0.974 7.63e-03 0.005188   *
## 350  1.006 2.93e-05 0.002286    
## 351  1.007 6.93e-04 0.005655    
## 352  1.002 1.68e-04 0.001219    
## 353  1.002 5.77e-03 0.010701    
## 354  1.005 8.42e-06 0.000972    
## 355  1.011 7.28e-07 0.006574    
## 356  1.006 1.14e-05 0.002044    
## 357  1.006 5.87e-05 0.002740    
## 358  1.009 8.85e-07 0.004446    
## 359  1.007 2.57e-04 0.004497    
## 360  1.006 5.09e-05 0.002751    
## 361  1.010 2.95e-04 0.007022    
## 362  0.998 4.56e-04 0.001545    
## 363  1.008 1.84e-05 0.003805    
## 364  1.006 1.34e-05 0.001909    
## 365  1.003 2.46e-04 0.002066    
## 366  1.010 7.03e-05 0.006015    
## 367  1.004 7.71e-05 0.001415    
## 368  1.006 1.63e-04 0.003249    
## 369  1.006 2.40e-06 0.001672    
## 370  1.007 1.73e-05 0.003325    
## 371  1.007 6.02e-05 0.003166    
## 372  1.009 7.29e-04 0.007119    
## 373  1.010 1.13e-04 0.006491    
## 374  1.006 2.60e-07 0.001944    
## 375  1.007 1.57e-05 0.002720    
## 376  1.007 2.08e-04 0.004360    
## 377  1.003 9.34e-04 0.004217    
## 378  1.004 1.03e-04 0.001349    
## 379  1.009 4.86e-05 0.005306    
## 380  0.991 3.84e-03 0.005113    
## 381  1.009 4.48e-05 0.005412    
## 382  1.008 2.82e-05 0.003858    
## 383  1.008 3.61e-05 0.003879    
## 384  1.007 2.36e-06 0.002828    
## 385  1.006 4.80e-06 0.001684    
## 386  1.009 4.52e-04 0.006819    
## 387  0.995 2.16e-03 0.004007    
## 388  1.007 1.20e-04 0.003647    
## 389  1.001 4.06e-04 0.001842    
## 390  1.007 9.26e-09 0.003268    
## 391  1.010 1.26e-04 0.006704    
## 392  1.005 1.68e-04 0.002481    
## 393  0.975 8.42e-03 0.005791   *
## 394  1.011 4.07e-05 0.006595    
## 395  1.009 5.16e-04 0.006775    
## 396  1.000 9.06e-04 0.003033    
## 397  1.004 1.63e-04 0.001905    
## 398  1.006 2.37e-05 0.002228    
## 399  1.004 8.67e-04 0.004425    
## 400  1.004 9.32e-05 0.001714    
## 401  0.992 5.66e-03 0.007126    
## 402  1.010 5.08e-04 0.007249    
## 403  1.004 1.31e-04 0.001819    
## 404  1.005 4.00e-06 0.001410    
## 405  1.006 3.72e-05 0.002228    
## 406  1.007 2.41e-05 0.003258    
## 407  1.008 1.03e-05 0.003942    
## 408  1.004 6.12e-04 0.003719    
## 409  0.990 8.05e-03 0.008761   *
## 410  1.005 1.26e-04 0.002087    
## 411  1.005 3.55e-05 0.001196    
## 412  1.019 7.15e-04 0.015906   *
## 413  1.002 4.64e-04 0.002368    
## 414  1.008 3.31e-04 0.005260    
## 415  1.008 3.64e-06 0.003900    
## 416  1.007 8.42e-05 0.003330    
## 417  1.004 2.87e-04 0.002787    
## 418  0.993 3.43e-03 0.005039    
## 419  1.010 8.34e-06 0.006244    
## 420  1.008 4.16e-04 0.005824    
## 421  0.995 1.39e-03 0.002856    
## 422  1.011 2.11e-04 0.007574    
## 423  1.009 8.90e-05 0.005616    
## 424  1.004 3.38e-04 0.002932    
## 425  1.000 3.58e-03 0.007463    
## 426  1.012 6.29e-04 0.009161    
## 427  1.004 4.03e-04 0.002898    
## 428  1.006 1.97e-03 0.008123    
## 429  1.004 3.73e-04 0.003049    
## 430  0.975 9.94e-03 0.006676   *
## 431  1.006 1.53e-05 0.001789    
## 432  1.003 1.52e-03 0.005786    
## 433  1.003 2.30e-04 0.001750    
## 434  1.005 1.85e-04 0.002662    
## 435  1.007 7.74e-04 0.006238    
## 436  0.999 4.58e-03 0.008388    
## 437  1.008 4.63e-04 0.006076    
## 438  1.008 2.51e-05 0.003918    
## 439  1.005 1.05e-05 0.001150    
## 440  0.994 7.46e-04 0.001548    
## 441  1.005 1.22e-03 0.005966    
## 442  1.001 5.13e-04 0.002475    
## 443  1.004 3.78e-04 0.002839    
## 444  1.010 7.41e-05 0.005959    
## 445  1.002 1.31e-03 0.004508    
## 446  0.998 2.77e-03 0.005626    
## 447  1.004 1.15e-03 0.005195    
## 448  1.006 1.43e-03 0.007177    
## 449  1.011 1.21e-04 0.007372    
## 450  1.004 5.17e-04 0.003707    
## 451  1.010 4.27e-05 0.005789    
## 452  1.006 5.90e-06 0.002216    
## 453  1.006 6.32e-04 0.004862    
## 454  1.008 6.13e-05 0.004258    
## 455  1.008 2.25e-07 0.003774    
## 456  0.974 6.04e-03 0.004286   *
## 457  1.001 3.15e-03 0.007520    
## 458  1.008 7.93e-05 0.004075    
## 459  0.996 7.33e-04 0.001782    
## 460  1.006 6.92e-06 0.001736    
## 461  1.007 9.02e-05 0.003511    
## 462  1.005 2.28e-06 0.001225    
## 463  1.006 4.39e-05 0.002189    
## 464  1.011 1.49e-05 0.006494    
## 465  1.007 2.30e-05 0.002985    
## 466  1.006 1.04e-03 0.006241    
## 467  1.004 2.79e-03 0.008316    
## 468  1.005 1.03e-04 0.001988    
## 469  1.001 1.07e-03 0.003793    
## 470  1.010 5.96e-05 0.005614    
## 471  1.007 2.18e-06 0.002789    
## 472  0.998 4.90e-04 0.001581    
## 473  1.008 4.49e-07 0.003478    
## 474  1.012 1.80e-03 0.011677    
## 475  1.006 2.37e-05 0.002298    
## 476  1.007 2.71e-04 0.004061    
## 477  1.007 2.78e-08 0.002680    
## 478  1.016 3.94e-04 0.012171   *
## 479  1.006 2.35e-04 0.003859    
## 480  1.006 1.60e-05 0.002298    
## 481  1.009 8.82e-05 0.005005    
## 482  1.005 6.68e-05 0.001551    
## 483  1.011 3.89e-05 0.006511    
## 484  1.005 5.42e-05 0.001770    
## 485  1.008 1.04e-05 0.004392    
## 486  1.008 6.82e-05 0.004074    
## 487  1.000 4.41e-04 0.001888    
## 488  1.009 1.14e-04 0.005353    
## 489  1.002 4.30e-04 0.002228    
## 490  0.970 5.21e-03 0.003413   *
## 491  1.008 2.16e-04 0.004988    
## 492  1.006 2.14e-04 0.003660    
## 493  0.993 6.36e-03 0.007976   *
## 494  1.009 1.98e-05 0.004673    
## 495  1.002 1.67e-04 0.001113    
## 496  1.008 9.87e-06 0.003862    
## 497  1.008 7.38e-05 0.004446    
## 498  0.958 9.89e-03 0.004673   *
## 499  1.008 3.75e-05 0.004549    
## 500  1.005 2.14e-04 0.002763    
## 501  1.006 9.47e-05 0.002973    
## 502  1.006 2.37e-05 0.001937    
## 503  1.009 2.69e-03 0.010605    
## 504  1.005 8.67e-04 0.005292    
## 505  1.007 1.09e-04 0.003690    
## 506  1.006 3.15e-06 0.001993    
## 507  1.004 7.40e-05 0.001196    
## 508  1.006 4.40e-05 0.002461    
## 509  1.006 2.78e-04 0.003858    
## 510  1.010 8.42e-06 0.006315    
## 511  1.010 2.10e-05 0.006324    
## 512  1.001 3.07e-04 0.001693    
## 513  1.007 6.05e-05 0.003353    
## 514  1.009 1.32e-05 0.004784    
## 515  1.002 1.66e-04 0.001323    
## 516  1.004 1.79e-04 0.001998    
## 517  1.009 3.60e-07 0.004423    
## 518  1.005 1.53e-04 0.002514    
## 519  1.005 1.50e-04 0.002661    
## 520  1.004 3.23e-04 0.002856    
## 521  1.010 8.05e-05 0.006172    
## 522  1.008 4.60e-06 0.003535    
## 523  1.006 1.74e-07 0.002067    
## 524  0.983 9.40e-03 0.007899   *
## 525  1.006 2.17e-04 0.003105    
## 526  1.013 5.00e-05 0.009161   *
## 527  0.997 2.27e-03 0.004745    
## 528  1.006 1.38e-05 0.002174    
## 529  1.008 7.56e-05 0.004005    
## 530  1.007 4.67e-05 0.003322    
## 531  1.005 1.35e-04 0.002217    
## 532  0.997 5.43e-04 0.001520    
## 533  1.004 3.26e-04 0.002622    
## 534  1.009 1.60e-05 0.004710    
## 535  0.997 1.74e-03 0.003807    
## 536  0.992 4.35e-03 0.005948    
## 537  1.006 2.06e-03 0.008016    
## 538  1.003 5.44e-04 0.002983    
## 539  0.992 3.42e-03 0.004951    
## 540  1.003 9.49e-04 0.004511    
## 541  1.005 9.15e-04 0.005429    
## 542  1.006 1.14e-03 0.006142    
## 543  1.006 3.11e-04 0.003669    
## 544  1.002 2.41e-04 0.001753    
## 545  1.016 1.86e-05 0.011473   *
## 546  1.012 6.18e-05 0.008353   *
## 547  1.006 1.60e-06 0.001988    
## 548  1.002 4.11e-04 0.002406    
## 549  1.006 1.36e-05 0.001948    
## 550  1.005 6.61e-06 0.001393    
## 551  1.010 3.77e-05 0.006057    
## 552  1.013 3.12e-04 0.009837   *
## 553  1.010 8.54e-06 0.005407    
## 554  1.006 7.21e-04 0.005529    
## 555  1.015 3.03e-04 0.011008   *
## 556  1.006 1.91e-05 0.001796    
## 557  1.001 1.81e-03 0.005335    
## 558  1.008 3.74e-05 0.004513    
## 559  1.006 2.66e-05 0.002392    
## 560  1.013 3.59e-04 0.009293   *
## 561  1.008 1.30e-04 0.004832    
## 562  1.021 1.70e-04 0.016341   *
## 563  1.003 4.76e-04 0.003068    
## 564  1.007 3.37e-04 0.004516    
## 565  1.007 6.71e-05 0.003478    
## 566  1.008 7.27e-05 0.004165    
## 567  1.006 9.24e-05 0.002851    
## 568  1.005 1.11e-05 0.001138    
## 569  0.976 5.69e-03 0.004216   *
## 570  1.006 1.04e-05 0.002072    
## 571  1.007 9.45e-04 0.006512    
## 572  1.006 4.28e-05 0.002310    
## 573  1.007 4.76e-05 0.002820    
## 574  1.008 9.67e-05 0.004698    
## 575  1.005 6.01e-05 0.001942    
## 576  1.004 1.66e-03 0.006422    
## 577  1.008 3.52e-05 0.003862    
## 578  1.007 4.02e-04 0.004829    
## 579  1.004 8.63e-04 0.004544    
## 580  1.006 2.26e-05 0.002088    
## 581  1.006 1.18e-04 0.003192    
## 582  1.006 7.38e-08 0.001474    
## 583  1.003 2.05e-04 0.001896    
## 584  1.006 4.39e-05 0.002258    
## 585  1.000 3.18e-03 0.006885    
## 586  1.007 2.65e-07 0.002914    
## 587  1.007 1.49e-05 0.002565    
## 588  0.997 2.55e-03 0.005058    
## 589  0.980 3.21e-03 0.002938   *
## 590  1.006 1.22e-05 0.002239    
## 591  1.003 9.15e-04 0.004163    
## 592  1.006 2.40e-06 0.001779    
## 593  1.011 8.70e-04 0.009031    
## 594  1.005 3.41e-05 0.001615    
## 595  1.003 2.66e-04 0.002086    
## 596  1.019 4.88e-05 0.014724   *
## 597  1.005 1.11e-04 0.002090    
## 598  1.009 2.18e-04 0.006135    
## 599  1.009 3.25e-05 0.005090    
## 600  1.001 1.89e-04 0.001021    
## 601  1.006 6.17e-05 0.002295    
## 602  1.007 1.36e-05 0.003082    
## 603  1.003 5.24e-04 0.003206    
## 604  1.004 5.53e-04 0.003714    
## 605  1.003 2.67e-04 0.002201    
## 606  1.006 1.77e-05 0.001829    
## 607  1.004 1.61e-04 0.002170    
## 608  1.008 1.57e-04 0.005010    
## 609  1.003 2.88e-03 0.007777    
## 610  0.978 3.68e-03 0.003041   *
## 611  0.991 2.72e-03 0.003819    
## 612  1.003 4.19e-04 0.002871    
## 613  1.007 5.01e-07 0.002788    
## 614  1.011 1.35e-06 0.006522    
## 615  1.005 1.56e-04 0.002249    
## 616  1.007 3.23e-06 0.003101    
## 617  1.006 8.84e-04 0.005646    
## 618  1.009 3.46e-04 0.005815    
## 619  1.012 6.81e-05 0.008320   *
## 620  1.004 7.04e-05 0.001218    
## 621  1.005 4.44e-04 0.004048    
## 622  1.005 6.24e-04 0.004601    
## 623  1.007 1.27e-06 0.002751    
## 624  1.012 3.50e-04 0.008555    
## 625  1.009 1.20e-04 0.005521    
## 626  1.003 2.04e-04 0.001599    
## 627  1.007 8.54e-07 0.003080    
## 628  1.002 6.44e-04 0.003193    
## 629  1.006 7.05e-05 0.002333    
## 630  1.006 1.63e-05 0.001835    
## 631  1.012 6.04e-04 0.009614   *
## 632  1.004 4.66e-04 0.003518    
## 633  1.004 9.39e-04 0.004869    
## 634  1.003 1.94e-04 0.001847    
## 635  1.008 1.40e-05 0.003754    
## 636  1.006 9.18e-05 0.002991    
## 637  1.001 7.46e-04 0.002894    
## 638  1.005 6.26e-05 0.002028    
## 639  1.010 1.05e-05 0.005760    
## 640  1.002 6.46e-04 0.003217    
## 641  1.009 6.31e-07 0.004835    
## 642  1.006 2.65e-07 0.001786    
## 643  1.006 1.00e-04 0.002712    
## 644  1.006 3.81e-05 0.002086    
## 645  1.004 2.06e-04 0.002097    
## 646  1.006 1.12e-04 0.003156    
## 647  1.004 7.31e-04 0.004368    
## 648  1.004 1.60e-04 0.001749    
## 649  1.002 3.10e-04 0.002065    
## 650  1.006 3.60e-04 0.003797    
## 651  1.005 5.08e-05 0.001985    
## 652  1.005 5.96e-04 0.004180    
## 653  1.006 2.58e-06 0.001712    
## 654  1.015 4.43e-04 0.011700   *
## 655  1.007 2.12e-04 0.003973    
## 656  1.005 3.92e-04 0.003516    
## 657  1.011 7.81e-07 0.007127    
## 658  1.008 4.12e-04 0.005489    
## 659  0.998 9.11e-04 0.002560    
## 660  1.006 5.90e-05 0.002769    
## 661  1.002 8.33e-03 0.013023   *
## 662  1.008 1.02e-04 0.004239    
## 663  1.008 2.09e-05 0.004107    
## 664  1.009 1.08e-04 0.005320    
## 665  1.009 3.41e-04 0.005884    
## 666  1.006 5.90e-04 0.004840    
## 667  1.010 2.25e-04 0.006462    
## 668  1.000 5.80e-04 0.002361    
## 669  1.006 6.50e-05 0.002580    
## 670  1.008 9.55e-04 0.007138    
## 671  1.006 1.37e-06 0.002155    
## 672  1.005 7.62e-05 0.001943    
## 673  1.007 9.68e-05 0.003701    
## 674  1.005 7.70e-05 0.002029    
## 675  1.010 4.37e-05 0.006166    
## 676  1.005 5.87e-04 0.004086    
## 677  1.010 6.34e-04 0.007615    
## 678  0.996 6.96e-03 0.009673   *
## 679  1.004 9.03e-04 0.004676    
## 680  1.006 4.79e-05 0.002472    
## 681  1.005 2.93e-05 0.001705    
## 682  1.000 5.55e-04 0.002111    
## 683  1.005 2.36e-04 0.002625    
## 684  1.007 6.16e-07 0.002549    
## 685  1.000 1.10e-03 0.003510    
## 686  1.006 3.76e-09 0.001949    
## 687  0.996 1.32e-03 0.002949    
## 688  0.998 8.02e-04 0.002257    
## 689  1.010 4.09e-05 0.005611    
## 690  1.007 1.19e-04 0.003409    
## 691  1.010 3.34e-05 0.006014    
## 692  1.007 3.57e-04 0.004737    
## 693  1.008 4.21e-05 0.004164    
## 694  1.009 8.71e-05 0.004925    
## 695  1.004 1.10e-04 0.001737    
## 696  1.011 3.54e-04 0.007815    
## 697  1.003 5.82e-04 0.003363    
## 698  1.005 3.96e-05 0.001646    
## 699  1.005 6.36e-06 0.001225    
## 700  0.991 3.41e-03 0.004778    
## 701  1.000 3.26e-03 0.006943    
## 702  1.012 1.75e-04 0.008006    
## 703  1.009 4.75e-05 0.004964    
## 704  1.006 1.97e-07 0.001388    
## 705  1.008 5.15e-07 0.003522    
## 706  1.008 1.06e-04 0.004869    
## 707  0.987 1.96e-03 0.002417   *
## 708  0.996 3.91e-03 0.006375    
## 709  1.005 4.81e-05 0.001779    
## 710  1.006 6.25e-05 0.002308    
## 711  0.969 1.98e-03 0.001323   *
## 712  1.007 5.18e-05 0.003366    
## 713  1.007 7.62e-05 0.003395    
## 714  0.999 7.04e-04 0.002218    
## 715  0.991 6.24e-03 0.007395   *
## 716  1.006 3.39e-06 0.002136    
## 717  0.987 4.49e-03 0.004919   *
## 718  1.012 2.34e-04 0.008486    
## 719  1.000 7.70e-04 0.002718    
## 720  1.001 8.40e-04 0.003198    
## 721  1.003 1.56e-04 0.001592    
## 722  1.003 3.49e-04 0.002334    
## 723  1.009 2.48e-04 0.005613    
## 724  1.006 1.14e-04 0.003226    
## 725  1.008 7.39e-05 0.003901    
## 726  1.011 3.39e-05 0.006487    
## 727  1.008 2.37e-06 0.003399    
## 728  1.008 5.59e-06 0.004020    
## 729  1.009 3.97e-05 0.005173    
## 730  1.007 1.95e-04 0.004296    
## 731  0.994 1.44e-03 0.002783    
## 732  1.007 7.13e-05 0.003409    
## 733  1.006 3.18e-05 0.002061    
## 734  1.006 1.63e-05 0.002249    
## 735  1.009 9.29e-07 0.004974    
## 736  1.006 2.81e-04 0.003539    
## 737  1.009 3.88e-05 0.004709    
## 738  1.007 7.18e-05 0.003134    
## 739  1.011 1.92e-04 0.007126    
## 740  1.007 7.47e-05 0.003469    
## 741  1.006 5.78e-06 0.002226    
## 742  0.967 9.88e-03 0.005546   *
## 743  1.001 1.09e-03 0.003789    
## 744  1.006 1.21e-03 0.006319    
## 745  1.011 7.06e-07 0.006544    
## 746  1.004 7.04e-04 0.004209    
## 747  0.990 6.30e-03 0.007147   *
## 748  1.009 8.10e-05 0.004841    
## 749  1.011 6.74e-05 0.006831    
## 750  1.018 1.50e-03 0.015753   *
## 751  1.001 2.65e-04 0.001422    
## 752  0.999 1.81e-03 0.004661    
## 753  0.995 1.97e-03 0.003735    
## 754  1.009 3.27e-06 0.004509    
## 755  1.009 1.10e-04 0.004922    
## 756  0.985 3.99e-03 0.004217   *
## 757  1.009 9.29e-04 0.007725    
## 758  1.007 2.06e-04 0.004422    
## 759  1.014 6.24e-04 0.011003   *
## 760  0.999 9.58e-04 0.002966    
## 761  1.002 8.56e-04 0.003663    
## 762  1.008 1.87e-06 0.003994    
## 763  1.007 1.78e-04 0.003877    
## 764  1.006 7.96e-05 0.002919    
## 765  1.007 1.64e-04 0.003873    
## 766  1.005 1.37e-04 0.002118    
## 767  0.974 5.35e-03 0.003845   *
## 768  1.005 3.57e-05 0.001647    
## 769  1.005 8.85e-05 0.002057    
## 770  1.007 1.51e-04 0.003629    
## 771  0.966 1.06e-02 0.005811   *
## 772  1.008 1.26e-07 0.003870    
## 773  0.998 2.68e-03 0.005546    
## 774  1.010 9.74e-05 0.006260    
## 775  1.006 3.62e-03 0.010572    
## 776  1.000 6.36e-04 0.002303    
## 777  1.007 1.98e-05 0.003314    
## 778  1.008 1.20e-06 0.003946    
## 779  0.994 4.28e-03 0.006257    
## 780  0.988 8.03e-03 0.008054   *
## 781  1.004 3.95e-04 0.002994    
## 782  1.006 1.17e-06 0.002076    
## 783  0.997 1.02e-03 0.002513    
## 784  1.000 5.46e-04 0.002035    
## 785  1.011 1.35e-04 0.007073    
## 786  1.005 7.67e-05 0.001933    
## 787  1.009 1.79e-04 0.005535    
## 788  1.011 5.92e-04 0.008671    
## 789  1.007 1.75e-04 0.003765    
## 790  1.013 1.07e-03 0.010883   *
## 791  1.004 8.85e-05 0.001322    
## 792  1.002 2.51e-04 0.001583    
## 793  1.004 2.97e-04 0.002835    
## 794  1.006 5.88e-05 0.002609    
## 795  1.006 3.81e-04 0.004428    
## 796  1.005 1.68e-04 0.002566    
## 797  1.010 5.12e-05 0.005852    
## 798  1.007 2.11e-06 0.003017    
## 799  1.004 8.53e-05 0.001442    
## 800  1.000 2.52e-03 0.005923    
## 801  1.006 3.94e-07 0.002061    
## 802  1.008 2.09e-04 0.004932    
## 803  1.006 1.52e-06 0.002044    
## 804  1.007 1.89e-05 0.002571    
## 805  0.980 4.37e-03 0.003863   *
## 806  1.001 8.07e-04 0.003084    
## 807  1.008 1.96e-06 0.004048    
## 808  1.005 1.68e-04 0.002597    
## 809  1.005 2.82e-04 0.002862    
## 810  1.005 2.76e-04 0.002876    
## 811  0.992 3.33e-03 0.004718    
## 812  1.007 1.38e-04 0.003973    
## 813  1.007 1.79e-04 0.003994    
## 814  1.010 6.45e-05 0.006385    
## 815  0.988 5.31e-03 0.005909    
## 816  1.011 1.45e-06 0.006499    
## 817  1.010 1.49e-05 0.006045    
## 818  1.006 2.43e-06 0.001952    
## 819  1.006 9.81e-06 0.002230    
## 820  1.012 1.14e-05 0.007884    
## 821  1.006 2.69e-06 0.001661    
## 822  1.004 3.99e-04 0.002982    
## 823  1.006 5.38e-06 0.002281    
## 824  1.006 4.17e-05 0.002603    
## 825  1.005 5.45e-05 0.001996    
## 826  1.008 2.67e-05 0.004478    
## 827  1.003 5.85e-04 0.003217    
## 828  1.006 9.59e-06 0.001741    
## 829  1.009 8.18e-05 0.005330    
## 830  1.003 4.51e-04 0.002763    
## 831  1.007 9.37e-06 0.002614    
## 832  1.006 1.63e-05 0.002412    
## 833  1.007 9.27e-05 0.003768    
## 834  1.006 2.11e-05 0.001771    
## 835  1.008 7.37e-06 0.003999    
## 836  1.010 1.20e-05 0.006366    
## 837  1.012 2.32e-04 0.008153    
## 838  1.014 5.26e-04 0.010485   *
## 839  1.008 4.45e-04 0.005530    
## 840  1.007 5.69e-04 0.005306    
## 841  1.000 9.21e-04 0.003164    
## 842  1.011 4.50e-05 0.007220    
## 843  1.009 1.20e-06 0.004551    
## 844  1.007 6.45e-07 0.003203    
## 845  1.006 7.35e-06 0.001640    
## 846  1.011 1.40e-05 0.006405    
## 847  1.002 5.62e-04 0.002837    
## 848  1.005 1.21e-04 0.002140    
## 849  1.008 2.47e-04 0.004694    
## 850  1.007 2.48e-04 0.004580    
## 851  1.008 2.88e-05 0.003928    
## 852  0.975 6.81e-03 0.004871   *
## 853  1.005 3.80e-04 0.003747    
## 854  1.007 8.18e-05 0.003651    
## 855  1.005 1.61e-04 0.002606    
## 856  1.006 1.08e-04 0.002628    
## 857  1.007 1.37e-04 0.004107    
## 858  1.002 5.97e-04 0.002780    
## 859  0.983 4.59e-03 0.004408   *
## 860  1.008 1.75e-04 0.004407    
## 861  1.008 1.93e-04 0.004816    
## 862  1.016 4.89e-04 0.012226   *
## 863  1.004 3.88e-04 0.003187    
## 864  1.005 2.56e-05 0.001223    
## 865  1.008 1.12e-03 0.007310    
## 866  1.010 1.04e-04 0.006122    
## 867  1.007 2.62e-05 0.002897    
## 868  0.973 6.11e-03 0.004194   *
## 869  1.006 3.78e-05 0.002694    
## 870  0.968 4.89e-03 0.003000   *
## 871  1.003 1.62e-04 0.001663    
## 872  1.011 2.77e-05 0.006875    
## 873  1.005 7.94e-05 0.002082    
## 874  1.003 2.64e-04 0.001997    
## 875  1.006 2.09e-04 0.003488    
## 876  0.993 2.89e-03 0.004602    
## 877  1.007 4.54e-05 0.003314    
## 878  1.007 4.48e-10 0.003247    
## 879  1.011 1.04e-04 0.007228    
## 880  1.001 3.88e-03 0.008226    
## 881  1.005 2.11e-05 0.001673    
## 882  1.006 4.46e-05 0.001996    
## 883  1.000 1.64e-04 0.000821    
## 884  0.999 7.22e-04 0.002461    
## 885  1.009 2.39e-05 0.004864    
## 886  1.006 1.96e-04 0.003675    
## 887  1.004 1.71e-04 0.002113    
## 888  0.990 3.67e-03 0.004777    
## 889  1.006 1.99e-04 0.003490    
## 890  1.005 2.48e-04 0.002773    
## 891  1.012 1.94e-04 0.008735   *
## 892  0.995 2.51e-03 0.004572    
## 893  1.010 1.76e-05 0.005611    
## 894  1.006 9.83e-07 0.001646    
## 895  0.992 2.21e-03 0.003385    
## 896  1.005 1.30e-04 0.002313    
## 897  1.005 8.16e-06 0.001513    
## 898  1.001 2.02e-03 0.005528    
## 899  0.963 1.86e-03 0.001076   *
## 900  0.969 1.28e-02 0.007244   *
## 901  1.003 3.06e-04 0.002057    
## 902  1.003 1.11e-03 0.004763    
## 903  1.005 4.80e-05 0.001944    
## 904  1.004 8.12e-05 0.001452    
## 905  0.974 8.44e-03 0.005659   *
## 906  0.969 3.55e-03 0.002276   *
## 907  1.007 2.48e-05 0.003271    
## 908  1.005 2.32e-03 0.008054    
## 909  1.007 4.11e-04 0.005008    
## 910  1.007 1.60e-04 0.003673    
## 911  1.007 1.74e-05 0.002831    
## 912  1.008 7.85e-05 0.004055    
## 913  1.006 9.84e-05 0.003014    
## 914  1.001 2.29e-03 0.005992    
## 915  1.015 4.30e-03 0.017147   *
## 916  1.011 1.31e-04 0.007346    
## 917  0.980 2.81e-03 0.002534   *
## 918  1.006 2.41e-06 0.002081    
## 919  1.011 1.91e-03 0.010985    
## 920  1.010 5.77e-05 0.005903    
## 921  1.004 5.26e-04 0.003714    
## 922  1.008 5.44e-05 0.004004    
## 923  1.001 3.82e-03 0.008233    
## 924  1.005 3.93e-04 0.003511    
## 925  1.008 6.17e-05 0.004270    
## 926  1.003 5.35e-04 0.003163    
## 927  1.010 3.91e-04 0.006916    
## 928  1.006 3.05e-03 0.009642    
## 929  1.006 4.90e-06 0.001794    
## 930  1.006 1.60e-05 0.001880    
## 931  1.001 2.40e-03 0.006173    
## 932  1.008 2.21e-04 0.005134    
## 933  1.005 6.61e-05 0.001507    
## 934  1.006 4.50e-05 0.002306    
## 935  1.007 1.40e-06 0.003018    
## 936  1.007 5.18e-06 0.003372    
## 937  0.961 5.73e-03 0.003014   *
## 938  1.000 2.67e-03 0.006284    
## 939  1.002 3.92e-03 0.008933    
## 940  1.005 5.26e-05 0.001786    
## 941  1.005 9.30e-05 0.002148    
## 942  1.006 1.64e-05 0.001845    
## 943  1.006 1.08e-05 0.001597    
## 944  1.000 2.15e-03 0.005318    
## 945  1.005 6.36e-05 0.002091    
## 946  0.982 3.26e-03 0.003141   *
## 947  1.003 1.98e-04 0.001918    
## 948  1.009 3.40e-04 0.006474    
## 949  0.994 1.29e-03 0.002548    
## 950  1.005 1.52e-04 0.002331    
## 951  1.002 6.72e-04 0.003326    
## 952  1.001 1.19e-03 0.004162    
## 953  1.007 1.47e-04 0.003526    
## 954  1.001 1.04e-03 0.003885    
## 955  0.998 4.50e-03 0.007702    
## 956  1.002 2.13e-03 0.006104    
## 957  0.982 4.94e-03 0.004553   *
## 958  1.006 1.15e-03 0.006159    
## 959  1.004 1.92e-04 0.002351    
## 960  1.003 1.23e-04 0.001295    
## 961  1.003 2.75e-04 0.002007    
## 962  1.005 1.25e-04 0.002042    
## 963  1.014 1.60e-03 0.013121   *
## 964  1.006 4.36e-09 0.001389    
## 965  1.008 3.51e-05 0.003698    
## 966  1.009 1.59e-05 0.004741    
## 967  1.009 2.24e-04 0.006014    
## 968  1.002 3.16e-04 0.001836    
## 969  1.002 5.72e-04 0.002881    
## 970  1.006 5.12e-05 0.002603    
## 971  1.010 1.34e-04 0.006060    
## 972  1.002 1.39e-03 0.004678    
## 973  1.010 4.27e-05 0.006012    
## 974  1.005 1.95e-05 0.001600    
## 975  1.008 6.55e-06 0.003789    
## 976  1.011 4.16e-06 0.006580    
## 977  1.009 2.56e-05 0.005157    
## 978  1.004 4.39e-04 0.003394    
## 979  1.006 5.30e-04 0.004905    
## 980  1.005 2.14e-05 0.001245    
## 981  1.009 2.46e-04 0.005899    
## 982  1.008 1.65e-06 0.003651    
## 983  1.003 1.57e-04 0.001549    
## 984  1.008 1.27e-04 0.004894    
## 985  1.006 1.01e-05 0.001590    
## 986  1.007 4.62e-06 0.003326    
## 987  1.008 5.56e-06 0.003670    
## 988  1.006 3.48e-04 0.003871    
## 989  1.005 3.55e-05 0.001658    
## 990  1.005 1.32e-03 0.005881    
## 991  1.007 1.28e-03 0.007078    
## 992  1.009 3.84e-06 0.004658    
## 993  1.000 3.25e-04 0.001475    
## 994  1.005 6.07e-04 0.004508    
## 995  1.002 1.70e-03 0.005457    
## 996  0.997 5.06e-03 0.008204    
## 997  1.005 5.61e-05 0.001727    
## 998  1.005 2.04e-04 0.002985    
## 999  1.008 1.72e-05 0.003930    
## 1000 0.999 1.74e-03 0.004307    
## 1001 1.002 5.02e-03 0.010073    
## 1002 1.004 5.33e-05 0.001198    
## 1003 0.999 5.30e-04 0.001821    
## 1004 1.007 1.27e-07 0.003363    
## 1005 1.006 8.22e-06 0.002239    
## 1006 1.005 1.88e-04 0.002575    
## 1007 1.004 5.88e-04 0.003686    
## 1008 1.006 2.74e-04 0.003729    
## 1009 1.008 8.62e-04 0.006731    
## 1010 0.986 4.78e-03 0.004960   *
## 1011 1.003 2.22e-03 0.007039    
## 1012 1.002 2.65e-04 0.001662    
## 1013 1.006 1.22e-04 0.002964    
## 1014 1.009 2.14e-08 0.004821    
## 1015 0.966 1.20e-02 0.006498   *
## 1016 1.005 1.77e-04 0.002420    
## 1017 1.007 2.42e-04 0.003924    
## 1018 1.009 2.78e-04 0.005826    
## 1019 1.007 3.00e-05 0.002839    
## 1020 1.007 1.31e-05 0.002706    
## 1021 1.000 1.26e-03 0.003770    
## 1022 1.006 3.72e-05 0.002427    
## 1023 1.009 2.78e-04 0.006332    
## 1024 1.000 5.47e-03 0.009491    
## 1025 1.004 1.61e-03 0.006424    
## 1026 1.008 2.33e-05 0.003900    
## 1027 1.003 1.43e-03 0.005268    
## 1028 1.005 1.55e-04 0.002332    
## 1029 1.005 8.38e-04 0.004994    
## 1030 1.004 5.89e-04 0.003534    
## 1031 1.003 4.06e-04 0.002514    
## 1032 1.007 9.99e-05 0.003622    
## 1033 1.008 1.02e-04 0.003992    
## 1034 1.008 1.31e-04 0.004902    
## 1035 1.003 1.88e-04 0.001654    
## 1036 1.008 1.04e-03 0.007248    
## 1037 1.011 9.93e-06 0.007014    
## 1038 1.007 2.55e-04 0.004063    
## 1039 1.006 9.77e-05 0.002890    
## 1040 1.006 5.44e-05 0.002668    
## 1041 0.997 1.62e-03 0.003592    
## 1042 0.999 5.34e-04 0.001979    
## 1043 1.001 3.02e-04 0.001474    
## 1044 0.994 1.95e-03 0.003607    
## 1045 1.009 4.95e-06 0.004664    
## 1046 1.004 5.69e-04 0.003592    
## 1047 1.004 3.74e-04 0.002939    
## 1048 1.006 1.71e-09 0.001869    
## 1049 1.003 2.51e-04 0.001874    
## 1050 1.013 4.61e-05 0.008488   *
## 1051 0.998 7.73e-04 0.002322    
## 1052 1.010 1.84e-04 0.006433    
## 1053 1.006 8.24e-05 0.002656    
## 1054 1.000 3.86e-03 0.008043    
## 1055 1.006 7.21e-05 0.002565    
## 1056 0.990 5.26e-03 0.006284    
## 1057 1.007 5.09e-05 0.003611    
## 1058 1.010 1.37e-04 0.006615    
## 1059 1.006 9.34e-04 0.005528    
## 1060 1.007 1.55e-04 0.004192    
## 1061 1.007 9.71e-05 0.003344    
## 1062 1.007 1.44e-07 0.002680    
## 1063 1.006 9.84e-04 0.005811    
## 1064 1.003 1.78e-04 0.001789    
## 1065 1.006 2.62e-04 0.003804    
## 1066 1.008 1.52e-03 0.008200    
## 1067 1.008 3.59e-04 0.005449    
## 1068 1.004 2.88e-04 0.002696    
## 1069 1.010 4.86e-05 0.005750    
## 1070 1.010 3.92e-05 0.006258    
## 1071 1.006 5.04e-05 0.002058    
## 1072 1.005 4.08e-04 0.003799    
## 1073 1.008 5.71e-06 0.003911    
## 1074 1.008 1.43e-04 0.004291    
## 1075 1.006 6.15e-04 0.005103    
## 1076 0.996 1.42e-03 0.003017    
## 1077 1.002 8.61e-04 0.003799    
## 1078 1.009 1.44e-03 0.009102    
## 1079 1.005 1.22e-03 0.005890    
## 1080 1.003 1.46e-04 0.001447    
## 1081 1.002 2.48e-03 0.006964    
## 1082 1.009 2.48e-04 0.005579    
## 1083 1.008 1.43e-05 0.004262    
## 1084 1.005 1.15e-03 0.005847    
## 1085 1.005 2.51e-06 0.001259    
## 1086 1.010 2.94e-05 0.005498    
## 1087 1.017 7.61e-04 0.014298   *
## 1088 1.000 5.79e-04 0.002185    
## 1089 1.006 2.05e-05 0.001996    
## 1090 1.003 1.28e-04 0.001196    
## 1091 1.002 8.54e-04 0.003603    
## 1092 1.005 5.02e-06 0.001223    
## 1093 0.997 5.92e-04 0.001599    
## 1094 1.012 8.99e-05 0.008082    
## 1095 1.008 1.74e-04 0.004529    
## 1096 1.005 3.45e-04 0.003417    
## 1097 1.001 1.65e-03 0.005108    
## 1098 1.007 5.65e-06 0.003024    
## 1099 1.006 6.47e-05 0.002161    
## 1100 1.006 3.92e-05 0.002594    
## 1101 1.005 2.24e-04 0.002760    
## 1102 1.006 6.21e-08 0.001520    
## 1103 1.005 1.59e-04 0.002620    
## 1104 1.005 6.09e-04 0.004447    
## 1105 1.008 6.71e-05 0.003987    
## 1106 1.008 6.53e-04 0.006500    
## 1107 1.001 2.87e-04 0.001640    
## 1108 1.006 1.89e-06 0.001561    
## 1109 1.004 8.83e-05 0.001526    
## 1110 0.999 6.92e-04 0.002279    
## 1111 1.005 8.84e-05 0.001998    
## 1112 1.005 9.73e-03 0.015653   *
## 1113 1.004 2.75e-05 0.001000    
## 1114 1.007 5.46e-05 0.002986    
## 1115 0.993 3.30e-03 0.005131    
## 1116 1.011 6.46e-06 0.007091    
## 1117 1.022 2.20e-04 0.018140   *
## 1118 1.012 3.50e-06 0.007346    
## 1119 1.006 2.67e-06 0.002271    
## 1120 1.003 1.99e-04 0.001708    
## 1121 1.007 7.64e-05 0.003371    
## 1122 1.006 1.34e-04 0.003174    
## 1123 1.007 7.34e-05 0.003747    
## 1124 1.006 7.85e-06 0.001706    
## 1125 1.004 2.40e-05 0.000907    
## 1126 1.005 1.06e-03 0.005396    
## 1127 0.963 7.08e-03 0.003789   *
## 1128 1.007 2.44e-06 0.002534    
## 1129 1.006 5.85e-06 0.001897    
## 1130 0.957 1.11e-02 0.005159   *
## 1131 1.003 2.57e-04 0.001963    
## 1132 1.007 1.57e-05 0.002821    
## 1133 1.006 6.72e-05 0.002175    
## 1134 1.003 1.53e-04 0.001502    
## 1135 1.007 4.83e-05 0.003071    
## 1136 1.011 2.68e-03 0.012242    
## 1137 1.006 2.51e-06 0.002061    
## 1138 1.008 4.72e-06 0.003562    
## 1139 1.010 3.60e-03 0.012488   *
## 1140 1.006 2.93e-05 0.002116    
## 1141 0.994 3.93e-03 0.006085    
## 1142 1.005 1.42e-04 0.002100    
## 1143 1.006 4.17e-04 0.004587    
## 1144 1.001 4.42e-04 0.001964    
## 1145 1.009 3.69e-06 0.004659    
## 1146 1.010 1.84e-04 0.006228    
## 1147 1.005 6.37e-05 0.002100    
## 1148 0.999 1.56e-03 0.004124    
## 1149 1.007 7.36e-05 0.003805    
## 1150 1.006 3.85e-06 0.001769    
## 1151 1.006 8.49e-04 0.005719    
## 1152 1.006 5.63e-05 0.002738    
## 1153 1.008 7.38e-05 0.004499    
## 1154 1.010 2.95e-05 0.005986    
## 1155 0.963 4.67e-03 0.002576   *
## 1156 1.000 5.64e-04 0.002330    
## 1157 1.007 4.61e-07 0.003091    
## 1158 1.002 5.53e-04 0.002858    
## 1159 1.006 2.47e-06 0.001647    
## 1160 1.009 1.83e-04 0.005940    
## 1161 1.004 2.92e-04 0.002698    
## 1162 1.007 7.52e-05 0.003540    
## 1163 1.012 9.60e-05 0.007947    
## 1164 1.008 3.17e-04 0.005285    
## 1165 1.006 7.01e-05 0.002722    
## 1166 1.005 4.53e-04 0.003747    
## 1167 0.987 5.63e-03 0.005995   *
## 1168 1.008 6.36e-06 0.003682    
## 1169 1.008 6.92e-08 0.003942    
## 1170 1.009 3.81e-05 0.004732    
## 1171 1.006 2.41e-05 0.002398    
## 1172 1.005 8.33e-04 0.005206    
## 1173 1.012 3.02e-06 0.007338    
## 1174 1.004 1.89e-04 0.001982    
## 1175 1.008 4.02e-05 0.003859    
## 1176 1.005 1.89e-05 0.001022    
## 1177 0.984 3.13e-03 0.003255   *
## 1178 1.008 2.21e-04 0.004891    
## 1179 1.007 5.50e-05 0.003314    
## 1180 1.005 4.34e-05 0.001396    
## 1181 1.002 1.39e-04 0.001040    
## 1182 1.008 5.35e-04 0.005930    
## 1183 1.007 6.68e-07 0.003172    
## 1184 1.007 5.67e-06 0.002811    
## 1185 0.994 3.32e-03 0.005347    
## 1186 0.987 2.20e-03 0.002758   *
## 1187 1.005 4.95e-04 0.004033    
## 1188 1.003 1.97e-03 0.006292    
## 1189 1.006 6.26e-05 0.002575    
## 1190 1.006 3.72e-06 0.002136    
## 1191 1.007 4.81e-07 0.002441    
## 1192 1.007 1.13e-05 0.002526    
## 1193 1.002 9.54e-04 0.003760    
## 1194 1.003 1.76e-04 0.001549    
## 1195 0.986 2.88e-03 0.003242   *
## 1196 0.995 9.66e-04 0.002043    
## 1197 1.006 4.85e-05 0.002310    
## 1198 1.009 5.10e-05 0.004698    
## 1199 1.005 3.37e-07 0.001158    
## 1200 1.008 1.42e-07 0.003643    
## 1201 1.003 2.66e-04 0.002036    
## 1202 1.008 2.45e-05 0.004068    
## 1203 1.008 2.03e-04 0.004793    
## 1204 1.008 1.06e-04 0.004438    
## 1205 0.994 1.55e-03 0.002976    
## 1206 1.006 1.40e-04 0.002928    
## 1207 1.005 7.37e-05 0.001949    
## 1208 0.999 1.80e-03 0.004463    
## 1209 1.002 1.29e-03 0.004798    
## 1210 1.014 5.60e-04 0.010828   *
## 1211 0.996 9.07e-04 0.002167    
## 1212 1.002 5.41e-04 0.002807    
## 1213 1.001 2.23e-04 0.001259    
## 1214 1.007 1.41e-06 0.002531    
## 1215 1.006 1.52e-07 0.001863    
## 1216 1.009 4.37e-06 0.004751    
## 1217 1.006 3.67e-06 0.001644    
## 1218 1.006 3.40e-05 0.002267    
## 1219 1.005 3.10e-05 0.001410    
## 1220 1.010 7.12e-04 0.008092    
## 1221 1.003 5.15e-04 0.003212    
## 1222 1.012 6.82e-04 0.009378    
## 1223 1.008 2.06e-05 0.004158    
## 1224 1.017 1.35e-04 0.012697   *
## 1225 1.009 4.69e-05 0.005121    
## 1226 1.003 1.32e-03 0.005292    
## 1227 1.006 1.69e-04 0.003372    
## 1228 1.008 7.91e-05 0.004308    
## 1229 1.006 7.21e-07 0.002182    
## 1230 1.006 6.66e-05 0.002653    
## 1231 1.010 1.02e-06 0.005935    
## 1232 1.002 5.86e-04 0.002786    
## 1233 1.006 1.69e-05 0.001710    
## 1234 1.006 5.16e-04 0.004377    
## 1235 1.012 2.96e-04 0.008278    
## 1236 1.006 4.23e-05 0.002211    
## 1237 1.008 6.96e-05 0.004565    
## 1238 1.005 2.99e-04 0.003472    
## 1239 1.012 1.26e-04 0.008270    
## 1240 1.008 1.59e-05 0.003884    
## 1241 1.005 9.05e-06 0.001220    
## 1242 1.001 1.87e-03 0.005278    
## 1243 0.986 5.92e-03 0.005979   *
## 1244 1.007 1.78e-04 0.003679    
## 1245 1.007 6.45e-06 0.002932    
## 1246 1.007 1.17e-09 0.002789    
## 1247 1.006 3.09e-04 0.003708    
## 1248 1.001 2.37e-04 0.001306    
## 1249 1.007 7.48e-06 0.002500    
## 1250 1.006 4.74e-06 0.001796    
## 1251 1.011 1.40e-04 0.007524    
## 1252 1.005 6.81e-05 0.001573    
## 1253 1.006 1.20e-04 0.002751    
## 1254 1.009 6.63e-04 0.006809    
## 1255 1.005 8.91e-04 0.005100    
## 1256 0.998 8.91e-04 0.002501    
## 1257 1.001 4.69e-04 0.002280    
## 1258 1.000 7.60e-04 0.002615    
## 1259 1.006 1.54e-05 0.001988    
## 1260 1.005 1.41e-07 0.001341    
## 1261 1.004 1.86e-04 0.001961    
## 1262 1.005 1.81e-05 0.001581    
## 1263 1.004 1.36e-03 0.005484    
## 1264 1.002 1.32e-03 0.004542    
## 1265 0.978 8.74e-03 0.006563   *
## 1266 1.003 4.80e-04 0.002859    
## 1267 1.002 4.86e-04 0.002506    
## 1268 1.001 5.50e-04 0.002367    
## 1269 1.002 1.55e-03 0.005031    
## 1270 1.001 5.17e-04 0.002313    
## 1271 1.006 3.56e-05 0.002359    
## 1272 1.008 6.10e-05 0.004595    
## 1273 1.005 1.11e-04 0.001905    
## 1274 1.008 1.81e-05 0.004428    
## 1275 1.007 5.70e-05 0.002896    
## 1276 0.998 1.96e-03 0.004553    
## 1277 1.005 5.03e-05 0.001803    
## 1278 0.964 7.16e-03 0.003897   *
## 1279 1.008 1.29e-05 0.004312    
## 1280 1.002 8.54e-04 0.003593    
## 1281 1.003 2.83e-04 0.002224    
## 1282 1.005 1.67e-05 0.001217    
## 1283 1.003 8.82e-04 0.003932    
## 1284 1.006 2.16e-04 0.003561    
## 1285 0.997 3.16e-03 0.005830    
## 1286 1.010 1.00e-05 0.005396    
## 1287 1.004 2.56e-04 0.002518    
## 1288 1.007 9.13e-07 0.003094    
## 1289 1.005 2.64e-06 0.001322    
## 1290 0.995 8.17e-04 0.001890    
## 1291 1.007 1.34e-05 0.002747    
## 1292 1.009 4.84e-04 0.006296    
## 1293 1.005 2.23e-05 0.001647    
## 1294 1.002 4.40e-04 0.002299    
## 1295 1.009 1.16e-04 0.005466    
## 1296 1.013 3.04e-04 0.009903   *
## 1297 1.008 9.36e-04 0.007410    
## 1298 1.006 5.90e-05 0.002372    
## 1299 1.009 9.93e-06 0.004468    
## 1300 1.005 4.06e-07 0.001065    
## 1301 1.006 2.12e-08 0.001693    
## 1302 1.007 6.80e-04 0.005575    
## 1303 1.007 3.73e-04 0.004751    
## 1304 1.009 1.71e-03 0.009126    
## 1305 1.003 7.73e-05 0.000979    
## 1306 1.006 3.86e-04 0.004408    
## 1307 0.997 9.06e-04 0.002269    
## 1308 1.006 1.11e-06 0.001741    
## 1309 1.007 2.01e-07 0.002666    
## 1310 1.006 2.48e-05 0.001886    
## 1311 0.995 5.46e-03 0.007934    
## 1312 1.012 1.89e-04 0.008392    
## 1313 1.010 2.96e-07 0.006032    
## 1314 1.005 4.89e-05 0.001864    
## 1315 1.004 6.12e-04 0.003909    
## 1316 1.005 1.63e-04 0.002338    
## 1317 1.006 7.40e-05 0.002480    
## 1318 1.007 4.79e-05 0.003003    
## 1319 1.008 5.51e-04 0.005941    
## 1320 1.012 8.23e-07 0.007758    
## 1321 1.002 4.71e-04 0.002426    
## 1322 1.000 8.94e-04 0.003133    
## 1323 1.007 6.06e-07 0.002955    
## 1324 1.006 1.37e-05 0.001975    
## 1325 1.013 5.37e-07 0.008571   *
## 1326 1.006 6.11e-05 0.002297    
## 1327 1.000 1.87e-03 0.005173    
## 1328 1.007 7.84e-05 0.003510    
## 1329 1.007 1.48e-04 0.003819    
## 1330 1.008 3.22e-06 0.003855    
## 1331 0.989 4.02e-03 0.004900    
## 1332 0.998 2.49e-03 0.005346    
## 1333 1.007 3.63e-06 0.002938    
## 1334 1.005 5.54e-05 0.001755    
## 1335 1.007 1.79e-05 0.002862    
## 1336 1.007 3.12e-04 0.004644    
## 1337 0.994 5.67e-03 0.007812    
## 1338 1.006 4.83e-07 0.002061    
## 1339 1.006 1.04e-04 0.002656    
## 1340 1.008 2.31e-05 0.004428    
## 1341 1.006 4.26e-05 0.002072    
## 1342 1.004 7.28e-05 0.001513    
## 1343 0.999 2.31e-04 0.000930    
## 1344 1.005 6.41e-05 0.001485    
## 1345 1.005 1.04e-04 0.002110    
## 1346 1.007 2.75e-06 0.002522    
## 1347 1.007 2.16e-04 0.004035    
## 1348 1.005 5.08e-04 0.004221    
## 1349 0.997 1.90e-03 0.004089    
## 1350 1.007 2.00e-05 0.003159    
## 1351 1.006 1.59e-04 0.003091    
## 1352 1.005 9.08e-04 0.005056    
## 1353 1.007 3.42e-05 0.003141    
## 1354 1.004 1.95e-04 0.002170    
## 1355 1.000 3.67e-03 0.007740    
## 1356 1.010 2.49e-05 0.005617    
## 1357 1.003 1.27e-04 0.001435    
## 1358 1.011 7.18e-04 0.008621    
## 1359 1.005 5.77e-05 0.001466    
## 1360 1.005 4.63e-04 0.003970    
## 1361 1.010 3.39e-05 0.005798    
## 1362 1.006 6.97e-05 0.002239    
## 1363 1.005 8.96e-05 0.002296    
## 1364 1.007 1.96e-05 0.003068    
## 1365 1.005 1.02e-04 0.001865    
## 1366 1.005 8.12e-05 0.001988    
## 1367 1.007 6.13e-06 0.002749    
## 1368 1.007 7.82e-05 0.003669    
## 1369 1.006 2.51e-04 0.003272    
## 1370 0.994 1.03e-03 0.002033    
## 1371 1.005 1.52e-03 0.006435    
## 1372 1.011 5.82e-04 0.008349    
## 1373 1.004 1.43e-04 0.001831    
## 1374 0.986 3.69e-03 0.004066   *
## 1375 0.984 8.64e-03 0.007480   *
## 1376 1.004 1.12e-04 0.001522    
## 1377 1.007 1.03e-04 0.003628    
## 1378 0.973 8.62e-03 0.005727   *
## 1379 1.007 1.67e-07 0.003071    
## 1380 1.006 2.77e-06 0.002155    
## 1381 1.011 9.55e-05 0.006969    
## 1382 1.006 7.96e-05 0.002350    
## 1383 1.007 1.01e-04 0.003739    
## 1384 1.004 1.73e-04 0.002159    
## 1385 1.006 1.63e-04 0.002840    
## 1386 1.004 2.98e-04 0.002821    
## 1387 1.007 4.00e-05 0.003024    
## 1388 1.006 8.48e-05 0.002640    
## 1389 1.006 5.57e-05 0.002689    
## 1390 1.005 2.52e-05 0.001513    
## 1391 1.006 1.41e-04 0.003298    
## 1392 1.005 1.10e-04 0.002279    
## 1393 1.005 6.59e-05 0.002120    
## 1394 1.006 3.16e-06 0.001769    
## 1395 1.002 1.81e-03 0.005663    
## 1396 1.007 6.60e-06 0.002526    
## 1397 1.008 3.85e-04 0.005403    
## 1398 1.000 2.40e-03 0.006046    
## 1399 1.006 1.83e-06 0.001619    
## 1400 1.006 1.19e-05 0.001644    
## 1401 1.004 2.79e-04 0.002767    
## 1402 0.984 3.66e-03 0.003770   *
## 1403 1.006 2.55e-04 0.003882    
## 1404 1.007 5.09e-04 0.005085    
## 1405 0.993 2.93e-03 0.004637    
## 1406 1.004 7.51e-04 0.004206    
## 1407 1.000 1.34e-03 0.004115    
## 1408 1.006 1.25e-04 0.003159    
## 1409 1.009 3.63e-05 0.004562    
## 1410 1.007 1.14e-04 0.003343    
## 1411 1.003 1.79e-04 0.001763    
## 1412 1.007 2.61e-05 0.002626    
## 1413 1.005 2.96e-04 0.003142    
## 1414 1.011 3.01e-05 0.006936    
## 1415 1.005 2.86e-04 0.002922    
## 1416 1.006 7.76e-05 0.002942    
## 1417 1.002 7.76e-04 0.003343    
## 1418 1.007 5.00e-06 0.002498    
## 1419 1.005 4.78e-05 0.001636    
## 1420 1.007 7.91e-05 0.003338    
## 1421 1.001 2.05e-04 0.001079    
## 1422 1.012 7.92e-04 0.010031   *
## 1423 1.006 3.52e-04 0.003961    
## 1424 1.009 5.67e-05 0.005042    
## 1425 1.005 7.51e-05 0.002120    
## 1426 1.006 3.62e-05 0.001993    
## 1427 1.005 1.24e-04 0.002205    
## 1428 1.006 8.07e-04 0.005427    
## 1429 1.007 6.06e-05 0.003303    
## 1430 1.006 1.07e-03 0.005910    
## 1431 1.005 3.37e-04 0.003278    
## 1432 1.005 3.40e-04 0.003260    
## 1433 1.000 6.52e-04 0.002460    
## 1434 1.006 1.26e-04 0.003250    
## 1435 0.998 1.89e-03 0.004271    
## 1436 0.999 7.15e-04 0.002270    
## 1437 1.009 9.24e-06 0.004499    
## 1438 0.953 3.64e-03 0.001664   *
## 1439 1.008 1.39e-06 0.003511    
## 1440 1.005 2.53e-05 0.001615    
## 1441 1.007 6.58e-05 0.003782    
## 1442 1.003 1.84e-03 0.006035    
## 1443 1.014 7.12e-07 0.009802   *
## 1444 0.998 3.60e-03 0.006965    
## 1445 0.989 1.16e-02 0.010846   *
## 1446 1.007 4.59e-04 0.005014    
## 1447 1.005 6.34e-06 0.001113    
## 1448 1.005 4.18e-04 0.003847    
## 1449 1.004 9.65e-05 0.001283    
## 1450 1.004 6.47e-05 0.001351    
## 1451 1.004 1.46e-04 0.002042    
## 1452 1.004 1.00e-04 0.001761    
## 1453 1.006 3.07e-04 0.003828    
## 1454 1.007 1.35e-05 0.002511    
## 1455 1.004 5.99e-04 0.003950    
## 1456 1.005 1.91e-04 0.002537    
## 1457 1.008 8.88e-05 0.004077    
## 1458 1.001 4.30e-04 0.001918    
## 1459 1.005 9.95e-05 0.002288    
## 1460 1.006 6.36e-06 0.002146    
## 1461 1.011 1.52e-06 0.006859    
## 1462 1.004 3.68e-04 0.003141    
## 1463 1.011 2.11e-04 0.007550    
## 1464 1.000 4.05e-04 0.001753    
## 1465 1.006 9.62e-07 0.002282    
## 1466 1.002 2.47e-04 0.001610    
## 1467 1.006 3.30e-04 0.003679    
## 1468 1.005 8.52e-05 0.001727    
## 1469 1.003 4.84e-04 0.003011    
## 1470 1.007 2.18e-05 0.003040
plot(fit)

# Assessing Outliers
library(car)
## Loading required package: carData
outlierTest(fit)
## No Studentized residuals with Bonferroni p < 0.05
## Largest |rstudent|:
##      rstudent unadjusted p-value Bonferroni p
## 1438 3.632648         0.00029022      0.42662
leveragePlots(fit) # leverage plots

# Influential Observations
# added variable plots
avPlots(fit)

# Cook's D plot
# identify D values > 4/(n-k-1)
cutoff <- 4/((nrow(attr)-length(fit$coefficients)-2))
plot(fit, which=4, cook.levels=cutoff)

# Influence Plot
influencePlot(fit, id.method="identify", main="Influence Plot", sub="Circle size is proportial to Cook's Distance" )
## Warning in plot.window(...): "id.method" is not a graphical parameter
## Warning in plot.xy(xy, type, ...): "id.method" is not a graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "id.method" is not
## a graphical parameter

## Warning in axis(side = side, at = at, labels = labels, ...): "id.method" is not
## a graphical parameter
## Warning in box(...): "id.method" is not a graphical parameter
## Warning in title(...): "id.method" is not a graphical parameter
## Warning in plot.xy(xy.coords(x, y), type = type, ...): "id.method" is not a
## graphical parameter

##        StudRes         Hat       CookD
## 99   -1.456889 0.019083496 0.006876934
## 127  -2.771022 0.021895399 0.028518038
## 900   3.253523 0.007243708 0.012789118
## 1130  3.593166 0.005158975 0.011068635
## 1438  3.632648 0.001664316 0.003636232
# Normality of Residuals
stud_res <- rstudent(fit)  # Get studentized residuals
# qq plot for studentized resid
qqPlot(stud_res, main = "QQ Plot of Studentized Residuals")

## [1] 1438 1130
# distribution of studentized residuals
library(MASS)
sresid <- studres(fit)
hist(sresid, freq=FALSE,
     main="Distribution of Studentized Residuals")

xfit<-seq(min(sresid),max(sresid),length=40)
yfit<-dnorm(xfit)
plot(xfit, yfit, type="l", col="blue", lwd=2, ylab="Density", xlab="Studentized Residuals")  
lines(xfit, yfit)

#Non-constant Error Variance
# Evaluate homoscedasticity
# non-constant error variance test
ncvTest(fit)
## Non-constant Variance Score Test 
## Variance formula: ~ fitted.values 
## Chisquare = 241.325, Df = 1, p = < 2.22e-16
# plot studentized residuals vs. fitted values
spreadLevelPlot(fit)

## 
## Suggested power transformation:  -0.03777959
#Multi-collinearity
# Evaluate Collinearity
vif(fit) # variance inflation factors
##          Education    WorkLifeBalance                Age     YearsAtCompany 
##           1.050868           1.001067           1.303081           1.172147 
## NumCompaniesWorked 
##           1.167987
sqrt(vif(fit)) > 2 # problem?
##          Education    WorkLifeBalance                Age     YearsAtCompany 
##              FALSE              FALSE              FALSE              FALSE 
## NumCompaniesWorked 
##              FALSE
#Nonlinearity
# component + residual plot
crPlots(fit)

#Non-independence of Errors
# Test for Autocorrelated Errors
durbinWatsonTest(fit)
##  lag Autocorrelation D-W Statistic p-value
##    1     -0.02166616      2.043176   0.422
##  Alternative hypothesis: rho != 0
#Interpretation from Durbin Watson Test:
#The D-W statistic (2.04) falls within the inconclusive zone (typically between 1.5 and 2.5). This makes it difficult to definitively reject or accept the null hypothesis.
#The p-value (0.374) is greater than significance level 0.05. This suggests that we fail to reject the null hypothesis at this significance level.


#Residual Analysis: The QQ plot shows a slight curvature, particularly in the tails. The tails of the data points fall slightly outside the diagonal reference line, suggesting that the residuals might have heavier tails than a normal distribution. This indicates potential non-normality.

# Global test of model assumptions
library(gvlma)
gvmodel <- gvlma(fit)
summary(gvmodel)
## 
## Call:
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age + 
##     YearsAtCompany + NumCompaniesWorked, data = attr)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9983.6 -2283.2  -437.4  1528.0 13197.9 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)        -3150.05     582.72  -5.406 7.52e-08 ***
## Education            -83.09      95.35  -0.871   0.3837    
## WorkLifeBalance      226.24     134.92   1.677   0.0938 .  
## Age                  176.04      11.90  14.788  < 2e-16 ***
## YearsAtCompany       323.19      16.83  19.198  < 2e-16 ***
## NumCompaniesWorked   187.59      41.22   4.551 5.77e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3651 on 1464 degrees of freedom
## Multiple R-squared:  0.4006, Adjusted R-squared:  0.3985 
## F-statistic: 195.7 on 5 and 1464 DF,  p-value: < 2.2e-16
## 
## 
## ASSESSMENT OF THE LINEAR MODEL ASSUMPTIONS
## USING THE GLOBAL TEST ON 4 DEGREES-OF-FREEDOM:
## Level of Significance =  0.05 
## 
## Call:
##  gvlma(x = fit) 
## 
##                       Value p-value                   Decision
## Global Stat        311.8241  0.0000 Assumptions NOT satisfied!
## Skewness           197.3580  0.0000 Assumptions NOT satisfied!
## Kurtosis           112.5172  0.0000 Assumptions NOT satisfied!
## Link Function        1.5404  0.2146    Assumptions acceptable.
## Heteroscedasticity   0.4086  0.5227    Assumptions acceptable.
fit
## 
## Call:
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age + 
##     YearsAtCompany + NumCompaniesWorked, data = attr)
## 
## Coefficients:
##        (Intercept)           Education     WorkLifeBalance                 Age  
##           -3150.05              -83.09              226.24              176.04  
##     YearsAtCompany  NumCompaniesWorked  
##             323.19              187.59
summary(fit)
## 
## Call:
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age + 
##     YearsAtCompany + NumCompaniesWorked, data = attr)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9983.6 -2283.2  -437.4  1528.0 13197.9 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)        -3150.05     582.72  -5.406 7.52e-08 ***
## Education            -83.09      95.35  -0.871   0.3837    
## WorkLifeBalance      226.24     134.92   1.677   0.0938 .  
## Age                  176.04      11.90  14.788  < 2e-16 ***
## YearsAtCompany       323.19      16.83  19.198  < 2e-16 ***
## NumCompaniesWorked   187.59      41.22   4.551 5.77e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3651 on 1464 degrees of freedom
## Multiple R-squared:  0.4006, Adjusted R-squared:  0.3985 
## F-statistic: 195.7 on 5 and 1464 DF,  p-value: < 2.2e-16
fit1 <- fit
fit2 <- lm(MonthlyIncome~Education+WorkLifeBalance+Age, data = attr)
# compare models
anova(fit1, fit2)
## Analysis of Variance Table
## 
## Model 1: MonthlyIncome ~ Education + WorkLifeBalance + Age + YearsAtCompany + 
##     NumCompaniesWorked
## Model 2: MonthlyIncome ~ Education + WorkLifeBalance + Age
##   Res.Df        RSS Df   Sum of Sq      F    Pr(>F)    
## 1   1464 1.9518e+10                                    
## 2   1466 2.4431e+10 -2 -4913413537 184.27 < 2.2e-16 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
step <- stepAIC(fit, direction="both")
## Start:  AIC=24122.31
## MonthlyIncome ~ Education + WorkLifeBalance + Age + YearsAtCompany + 
##     NumCompaniesWorked
## 
##                      Df  Sum of Sq        RSS   AIC
## - Education           1   10123299 1.9528e+10 24121
## <none>                             1.9518e+10 24122
## - WorkLifeBalance     1   37488401 1.9555e+10 24123
## - NumCompaniesWorked  1  276176647 1.9794e+10 24141
## - Age                 1 2915649439 2.2433e+10 24325
## - YearsAtCompany      1 4913374946 2.4431e+10 24450
## 
## Step:  AIC=24121.07
## MonthlyIncome ~ WorkLifeBalance + Age + YearsAtCompany + NumCompaniesWorked
## 
##                      Df  Sum of Sq        RSS   AIC
## <none>                             1.9528e+10 24121
## - WorkLifeBalance     1   36938273 1.9565e+10 24122
## + Education           1   10123299 1.9518e+10 24122
## - NumCompaniesWorked  1  270040704 1.9798e+10 24139
## - Age                 1 2936443848 2.2464e+10 24325
## - YearsAtCompany      1 4906166016 2.4434e+10 24449
step$anova # display results
## Stepwise Model Path 
## Analysis of Deviance Table
## 
## Initial Model:
## MonthlyIncome ~ Education + WorkLifeBalance + Age + YearsAtCompany + 
##     NumCompaniesWorked
## 
## Final Model:
## MonthlyIncome ~ WorkLifeBalance + Age + YearsAtCompany + NumCompaniesWorked
## 
## 
##          Step Df Deviance Resid. Df  Resid. Dev      AIC
## 1                              1464 19517757390 24122.31
## 2 - Education  1 10123299      1465 19527880689 24121.07
library(leaps)
leaps<-regsubsets(MonthlyIncome~Education+WorkLifeBalance+Age+YearsAtCompany+NumCompaniesWorked+DistanceFromHome,data=attr,nbest=10)
# view results
plot(leaps)

plot(leaps,scale="r2")

plot(leaps,scale="bic")

summary(leaps)
## Subset selection object
## Call: regsubsets.formula(MonthlyIncome ~ Education + WorkLifeBalance + 
##     Age + YearsAtCompany + NumCompaniesWorked + DistanceFromHome, 
##     data = attr, nbest = 10)
## 6 Variables  (and intercept)
##                    Forced in Forced out
## Education              FALSE      FALSE
## WorkLifeBalance        FALSE      FALSE
## Age                    FALSE      FALSE
## YearsAtCompany         FALSE      FALSE
## NumCompaniesWorked     FALSE      FALSE
## DistanceFromHome       FALSE      FALSE
## 10 subsets of each size up to 6
## Selection Algorithm: exhaustive
##           Education WorkLifeBalance Age YearsAtCompany NumCompaniesWorked
## 1  ( 1 )  " "       " "             " " "*"            " "               
## 1  ( 2 )  " "       " "             "*" " "            " "               
## 1  ( 3 )  " "       " "             " " " "            "*"               
## 1  ( 4 )  "*"       " "             " " " "            " "               
## 1  ( 5 )  " "       "*"             " " " "            " "               
## 1  ( 6 )  " "       " "             " " " "            " "               
## 2  ( 1 )  " "       " "             "*" "*"            " "               
## 2  ( 2 )  " "       " "             " " "*"            "*"               
## 2  ( 3 )  "*"       " "             " " "*"            " "               
## 2  ( 4 )  " "       "*"             " " "*"            " "               
## 2  ( 5 )  " "       " "             " " "*"            " "               
## 2  ( 6 )  " "       "*"             "*" " "            " "               
## 2  ( 7 )  " "       " "             "*" " "            " "               
## 2  ( 8 )  "*"       " "             "*" " "            " "               
## 2  ( 9 )  " "       " "             "*" " "            "*"               
## 2  ( 10 ) "*"       " "             " " " "            "*"               
## 3  ( 1 )  " "       " "             "*" "*"            "*"               
## 3  ( 2 )  " "       "*"             "*" "*"            " "               
## 3  ( 3 )  " "       " "             "*" "*"            " "               
## 3  ( 4 )  "*"       " "             "*" "*"            " "               
## 3  ( 5 )  "*"       " "             " " "*"            "*"               
## 3  ( 6 )  " "       "*"             " " "*"            "*"               
## 3  ( 7 )  " "       " "             " " "*"            "*"               
## 3  ( 8 )  "*"       "*"             " " "*"            " "               
## 3  ( 9 )  "*"       " "             " " "*"            " "               
## 3  ( 10 ) " "       "*"             " " "*"            " "               
## 4  ( 1 )  " "       "*"             "*" "*"            "*"               
## 4  ( 2 )  " "       " "             "*" "*"            "*"               
## 4  ( 3 )  "*"       " "             "*" "*"            "*"               
## 4  ( 4 )  " "       "*"             "*" "*"            " "               
## 4  ( 5 )  "*"       "*"             "*" "*"            " "               
## 4  ( 6 )  "*"       " "             "*" "*"            " "               
## 4  ( 7 )  "*"       "*"             " " "*"            "*"               
## 4  ( 8 )  "*"       " "             " " "*"            "*"               
## 4  ( 9 )  " "       "*"             " " "*"            "*"               
## 4  ( 10 ) "*"       "*"             " " "*"            " "               
## 5  ( 1 )  "*"       "*"             "*" "*"            "*"               
## 5  ( 2 )  " "       "*"             "*" "*"            "*"               
## 5  ( 3 )  "*"       " "             "*" "*"            "*"               
## 5  ( 4 )  "*"       "*"             "*" "*"            " "               
## 5  ( 5 )  "*"       "*"             " " "*"            "*"               
## 5  ( 6 )  "*"       "*"             "*" " "            "*"               
## 6  ( 1 )  "*"       "*"             "*" "*"            "*"               
##           DistanceFromHome
## 1  ( 1 )  " "             
## 1  ( 2 )  " "             
## 1  ( 3 )  " "             
## 1  ( 4 )  " "             
## 1  ( 5 )  " "             
## 1  ( 6 )  "*"             
## 2  ( 1 )  " "             
## 2  ( 2 )  " "             
## 2  ( 3 )  " "             
## 2  ( 4 )  " "             
## 2  ( 5 )  "*"             
## 2  ( 6 )  " "             
## 2  ( 7 )  "*"             
## 2  ( 8 )  " "             
## 2  ( 9 )  " "             
## 2  ( 10 ) " "             
## 3  ( 1 )  " "             
## 3  ( 2 )  " "             
## 3  ( 3 )  "*"             
## 3  ( 4 )  " "             
## 3  ( 5 )  " "             
## 3  ( 6 )  " "             
## 3  ( 7 )  "*"             
## 3  ( 8 )  " "             
## 3  ( 9 )  "*"             
## 3  ( 10 ) "*"             
## 4  ( 1 )  " "             
## 4  ( 2 )  "*"             
## 4  ( 3 )  " "             
## 4  ( 4 )  "*"             
## 4  ( 5 )  " "             
## 4  ( 6 )  "*"             
## 4  ( 7 )  " "             
## 4  ( 8 )  "*"             
## 4  ( 9 )  "*"             
## 4  ( 10 ) "*"             
## 5  ( 1 )  " "             
## 5  ( 2 )  "*"             
## 5  ( 3 )  "*"             
## 5  ( 4 )  "*"             
## 5  ( 5 )  "*"             
## 5  ( 6 )  "*"             
## 6  ( 1 )  "*"
library(relaimpo)
## Loading required package: boot
## 
## Attaching package: 'boot'
## 
## The following object is masked from 'package:car':
## 
##     logit
## 
## Loading required package: survey
## Loading required package: grid
## Loading required package: Matrix
## Loading required package: survival
## 
## Attaching package: 'survival'
## 
## The following object is masked from 'package:boot':
## 
##     aml
## 
## 
## Attaching package: 'survey'
## 
## The following object is masked from 'package:graphics':
## 
##     dotchart
## 
## Loading required package: mitools
## This is the global version of package relaimpo.
## 
## If you are a non-US user, a version with the interesting additional metric pmvd is available
## 
## from Ulrike Groempings web site at prof.beuth-hochschule.de/groemping.
calc.relimp(fit,type=c("lmg","last","first","pratt"),
            rela=TRUE)
## Response variable: MonthlyIncome 
## Total response variance: 22164857 
## Analysis based on 1470 observations 
## 
## 5 Regressors: 
## Education WorkLifeBalance Age YearsAtCompany NumCompaniesWorked 
## Proportion of variance explained by model: 40.06%
## Metrics are normalized to sum to 100% (rela=TRUE). 
## 
## Relative importance metrics: 
## 
##                           lmg        last       first        pratt
## Education          0.00802607 0.001241694 0.016556200 -0.004285131
## WorkLifeBalance    0.00272122 0.004598217 0.001728506  0.002600544
## Age                0.42385170 0.357624974 0.455069834  0.424562036
## YearsAtCompany     0.52224812 0.602660101 0.485602012  0.539970466
## NumCompaniesWorked 0.04315289 0.033875014 0.041043448  0.037152084
## 
## Average coefficients for different model sizes: 
## 
##                          1X      2Xs      3Xs        4Xs       5Xs
## Education          436.5222 255.9066 106.0298  -8.513509 -83.09104
## WorkLifeBalance    204.4721 212.5152 219.7618 224.875926 226.24125
## Age                256.5716 240.9556 222.2342 200.549180 176.04196
## YearsAtCompany     395.2046 376.8426 358.8651 341.052832 323.18851
## NumCompaniesWorked 281.7889 237.1483 208.1028 192.352449 187.58911
# Bootstrap Measures of Relative Importance (1000 samples)
boot <- boot.relimp(fit, b = 1000, type = c("lmg",
                                            "last", "first", "pratt"), rank = TRUE,
                    diff = TRUE, rela = TRUE)
booteval.relimp(boot) # print result
## Response variable: MonthlyIncome 
## Total response variance: 22164857 
## Analysis based on 1470 observations 
## 
## 5 Regressors: 
## Education WorkLifeBalance Age YearsAtCompany NumCompaniesWorked 
## Proportion of variance explained by model: 40.06%
## Metrics are normalized to sum to 100% (rela=TRUE). 
## 
## Relative importance metrics: 
## 
##                           lmg        last       first        pratt
## Education          0.00802607 0.001241694 0.016556200 -0.004285131
## WorkLifeBalance    0.00272122 0.004598217 0.001728506  0.002600544
## Age                0.42385170 0.357624974 0.455069834  0.424562036
## YearsAtCompany     0.52224812 0.602660101 0.485602012  0.539970466
## NumCompaniesWorked 0.04315289 0.033875014 0.041043448  0.037152084
## 
## Average coefficients for different model sizes: 
## 
##                          1X      2Xs      3Xs        4Xs       5Xs
## Education          436.5222 255.9066 106.0298  -8.513509 -83.09104
## WorkLifeBalance    204.4721 212.5152 219.7618 224.875926 226.24125
## Age                256.5716 240.9556 222.2342 200.549180 176.04196
## YearsAtCompany     395.2046 376.8426 358.8651 341.052832 323.18851
## NumCompaniesWorked 281.7889 237.1483 208.1028 192.352449 187.58911
## 
##  
##  Confidence interval information ( 1000 bootstrap replicates, bty= perc ): 
## Relative Contributions with confidence intervals: 
##  
##                                           Lower  Upper
##                          percentage 0.95  0.95    0.95   
## Education.lmg             0.0080    ___DE  0.0037  0.0204
## WorkLifeBalance.lmg       0.0027    ___DE  0.0001  0.0143
## Age.lmg                   0.4239    AB___  0.3516  0.4984
## YearsAtCompany.lmg        0.5222    AB___  0.4355  0.6004
## NumCompaniesWorked.lmg    0.0432    __C__  0.0238  0.0704
##                                                          
## Education.last            0.0012    ___DE  0.0000  0.0131
## WorkLifeBalance.last      0.0046    ___DE  0.0000  0.0218
## Age.last                  0.3576    _B___  0.2504  0.4847
## YearsAtCompany.last       0.6027    A____  0.4792  0.7073
## NumCompaniesWorked.last   0.0339    __C__  0.0103  0.0656
##                                                          
## Education.first           0.0166    __CDE  0.0040  0.0387
## WorkLifeBalance.first     0.0017    ___DE  0.0000  0.0120
## Age.first                 0.4551    AB___  0.3977  0.5104
## YearsAtCompany.first      0.4856    AB___  0.4141  0.5548
## NumCompaniesWorked.first  0.0410    __CD_  0.0173  0.0713
##                                                          
## Education.pratt          -0.0043    ___DE -0.0106  0.0077
## WorkLifeBalance.pratt     0.0026    ___DE -0.0005  0.0140
## Age.pratt                 0.4246    AB___  0.3375  0.5208
## YearsAtCompany.pratt      0.5400    AB___  0.4415  0.6279
## NumCompaniesWorked.pratt  0.0372    __C__  0.0140  0.0667
## 
## Letters indicate the ranks covered by bootstrap CIs. 
## (Rank bootstrap confidence intervals always obtained by percentile method) 
## CAUTION: Bootstrap confidence intervals can be somewhat liberal. 
## 
##  
##  Differences between Relative Contributions: 
##  
##                                                          Lower   Upper
##                                          difference 0.95 0.95    0.95   
## Education-WorkLifeBalance.lmg             0.0053         -0.0067  0.0178
## Education-Age.lmg                        -0.4158     *   -0.4902 -0.3418
## Education-YearsAtCompany.lmg             -0.5142     *   -0.5935 -0.4263
## Education-NumCompaniesWorked.lmg         -0.0351     *   -0.0625 -0.0126
## WorkLifeBalance-Age.lmg                  -0.4211     *   -0.4957 -0.3460
## WorkLifeBalance-YearsAtCompany.lmg       -0.5195     *   -0.5961 -0.4277
## WorkLifeBalance-NumCompaniesWorked.lmg   -0.0404     *   -0.0670 -0.0186
## Age-YearsAtCompany.lmg                   -0.0984         -0.2450  0.0603
## Age-NumCompaniesWorked.lmg                0.3807     *    0.3061  0.4603
## YearsAtCompany-NumCompaniesWorked.lmg     0.4791     *    0.3791  0.5681
##                                                                         
## Education-WorkLifeBalance.last           -0.0034         -0.0195  0.0088
## Education-Age.last                       -0.3564     *   -0.4804 -0.2479
## Education-YearsAtCompany.last            -0.6014     *   -0.7045 -0.4717
## Education-NumCompaniesWorked.last        -0.0326     *   -0.0626 -0.0063
## WorkLifeBalance-Age.last                 -0.3530     *   -0.4798 -0.2453
## WorkLifeBalance-YearsAtCompany.last      -0.5981     *   -0.7039 -0.4701
## WorkLifeBalance-NumCompaniesWorked.last  -0.0293     *   -0.0622 -0.0020
## Age-YearsAtCompany.last                  -0.2450     *   -0.4570 -0.0009
## Age-NumCompaniesWorked.last               0.3237     *    0.2034  0.4631
## YearsAtCompany-NumCompaniesWorked.last    0.5688     *    0.4368  0.6747
##                                                                         
## Education-WorkLifeBalance.first           0.0148         -0.0017  0.0367
## Education-Age.first                      -0.4385     *   -0.4983 -0.3765
## Education-YearsAtCompany.first           -0.4690     *   -0.5427 -0.3906
## Education-NumCompaniesWorked.first       -0.0245         -0.0570  0.0043
## WorkLifeBalance-Age.first                -0.4533     *   -0.5089 -0.3949
## WorkLifeBalance-YearsAtCompany.first     -0.4839     *   -0.5501 -0.4086
## WorkLifeBalance-NumCompaniesWorked.first -0.0393     *   -0.0693 -0.0128
## Age-YearsAtCompany.first                 -0.0305         -0.1527  0.0943
## Age-NumCompaniesWorked.first              0.4140     *    0.3547  0.4683
## YearsAtCompany-NumCompaniesWorked.first   0.4446     *    0.3487  0.5271
##                                                                         
## Education-WorkLifeBalance.pratt          -0.0069         -0.0198  0.0055
## Education-Age.pratt                      -0.4288     *   -0.5271 -0.3389
## Education-YearsAtCompany.pratt           -0.5443     *   -0.6337 -0.4455
## Education-NumCompaniesWorked.pratt       -0.0414     *   -0.0714 -0.0170
## WorkLifeBalance-Age.pratt                -0.4220     *   -0.5173 -0.3335
## WorkLifeBalance-YearsAtCompany.pratt     -0.5374     *   -0.6242 -0.4357
## WorkLifeBalance-NumCompaniesWorked.pratt -0.0346     *   -0.0640 -0.0100
## Age-YearsAtCompany.pratt                 -0.1154         -0.2926  0.0734
## Age-NumCompaniesWorked.pratt              0.3874     *    0.2963  0.4892
## YearsAtCompany-NumCompaniesWorked.pratt   0.5028     *    0.3936  0.6026
## 
## * indicates that CI for difference does not include 0. 
## CAUTION: Bootstrap confidence intervals can be somewhat liberal.
plot(booteval.relimp(boot,sort=TRUE)) # plot result

summary(fit)
## 
## Call:
## lm(formula = MonthlyIncome ~ Education + WorkLifeBalance + Age + 
##     YearsAtCompany + NumCompaniesWorked, data = attr)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -9983.6 -2283.2  -437.4  1528.0 13197.9 
## 
## Coefficients:
##                    Estimate Std. Error t value Pr(>|t|)    
## (Intercept)        -3150.05     582.72  -5.406 7.52e-08 ***
## Education            -83.09      95.35  -0.871   0.3837    
## WorkLifeBalance      226.24     134.92   1.677   0.0938 .  
## Age                  176.04      11.90  14.788  < 2e-16 ***
## YearsAtCompany       323.19      16.83  19.198  < 2e-16 ***
## NumCompaniesWorked   187.59      41.22   4.551 5.77e-06 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 3651 on 1464 degrees of freedom
## Multiple R-squared:  0.4006, Adjusted R-squared:  0.3985 
## F-statistic: 195.7 on 5 and 1464 DF,  p-value: < 2.2e-16
predict.lm(fit, data.frame(Education=4,WorkLifeBalance=3,Age=48,YearsAtCompany=15,NumCompaniesWorked=3) )
##        1 
## 11056.92
#Prediction: For the characteristics stated above, model has predicted that monthly income for this employee should be 11056.92 based on its education, work life balance, age, years at company and total numbers of companies worked for.